{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bfe448ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.special import wofz\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6fc7fe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def voigt_profile(x, a, b, sigma, gamma):\n",
    "    return a * np.real(wofz(((x - b) + 1j * gamma) / (sigma * np.sqrt(2)))) / (sigma * np.sqrt(2 * np.pi))\n",
    "\n",
    "def multi_voigt(x, *params):\n",
    "    num_peaks = (len(params) - 4) // 2\n",
    "    sigma, gamma = params[-4], params[-3]\n",
    "    slope, intercept = params[-2], params[-1]\n",
    "    baseline = slope * x + intercept\n",
    "    y = np.zeros_like(x)\n",
    "    for i in range(num_peaks):\n",
    "        a, b = params[2 * i: 2 * i + 2]\n",
    "        y += voigt_profile(x, a, b, sigma, gamma)\n",
    "    return y + baseline\n",
    "\n",
    "files = ['RL', 'RR', 'LL', 'LR']\n",
    "Ts = [14, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 250, 296]\n",
    "Rcoeffs = [1.133, 1.121]\n",
    "\n",
    "plt.figure()\n",
    "plt.title(\"LL\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "EsVH = np.zeros((16, 990))\n",
    "dataVH = np.zeros((16, 990))\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'LL{T}K.txt'\n",
    "    data = np.loadtxt(filename)\n",
    "    plt.plot(data[26:, 0], data[26:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataVH[num, :] = data[26:26 + 990, 1]\n",
    "    EsVH[num, :] = data[26:26 + 990, 0]\n",
    "plt.ylim([20, 1000])\n",
    "plt.xlim([135, 140])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsVH[0, :], Ts)\n",
    "plt.pcolormesh(X, Y, dataVH, shading='auto', cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.clim([10, 50])\n",
    "plt.title(\"LL Intensity Map\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.title(\"RR\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "EsHV = np.zeros((16, 990))\n",
    "dataHV = np.zeros((16, 990))\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'RR{T}K.txt'\n",
    "    data = np.loadtxt(filename)\n",
    "    plt.plot(data[26:, 0], data[26:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataHV[num, :] = data[26:26 + 990, 1]\n",
    "    EsHV[num, :] = data[26:26 + 990, 0]\n",
    "plt.ylim([20, 1000])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsHV[0, :], Ts)\n",
    "plt.pcolormesh(X, Y, dataHV, shading='auto', cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.clim([10, 200])\n",
    "plt.title(\"RR Intensity Map\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "dd642daf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XPsacNx8BZ9rvWzDH5m8miTTZcroA+IUtrzaTLQ4Ae4OYcz+IObH+2xZcg13+MbASczBbMOf+yTb8fiCPyPVwFvCpTaAXc83sB7YDp9jt99tERJ7JmvBfsfE22gNaD5xm4x5gp/+HuR6n2vSttPscYPdba9PzdxvPePs934btbdPVavOaHbXPkI3jZJs293oP2u23YK7h3nZdrQ0/wG4bAk6yn71t+FNsHCfZfHwFGGKOS7E9Du4/khuBhmYb7pOodHxiy2KknXfzMsCG+RMw2kbit2UdsvnMttuCObfd7YPAh0SOe4vd1v0j4aa51a5vBC6yZdnbbtcYVT5eu31+VJhGO+/+pmbb/XRgriGvTVtj1DEJRqUh+vfYC9RE7esrtpzyo8Kutcux+3GPcQi4zJbL/9j9fQVzHnbYcGAu5pDd/3ej/nYkXnt7O63A/yZy+HuiDfiP1lZqampihgE4nLsTd9xxBxs3bmTlypVd1n3+jsfB7oJ83uGEiZaUFYpIBv2YkwegL6QFMCeQm612zEnps/PuqIg+zMnfEfUZ/eMbIFJRCRD+gxMuV3d9P/AEwMGs62V3Ef3d5bXzqZizrbf9fgDoY+dTTDY8gU7oF8ATgJRAP7x8Rgr9SMNHAA+BlMglGS3QGzoDHgLpphQCqaaIegfSSKM3nfjohR9Pez88aenQHsATOGD25U/B8fWNpMVH5KpIxVSWvPa7z86nRC1z8+LeTUyx33tFfXfLw2vLyC1Pd5vo8zZ6Wa+oz152X9FxhO9gNkOvQGw8TojwsQu/LWQT7Ikes8MeZ48NaytCvkAaeAORNNDPzLv5dcvJH4K+XpPH3pjTKB16Bfz0wRs+XoHekBLoC71tHO454ZaZG1+nTUM6kb8jaVHh3fPJPUa9oibH5tHjAyfVJqYvkfPWZ/KBD3MNOcBndlmKnfzEXg/NNg5vVLg+9rt74PtFF3LUene/faOW7bPz/YiccG646O2ao+b7YP5g+KO2da9vb1ShueHbiVzbfe36vpifbI/97ov69Eftr69NS4eNy40nOu5+ttz85rzp9blkuMcFbFm6aXZsPO5xOBCVFzf+3jY8UeXmngjuvLvOzVcvYn/votOMLbs+RP7LcdPki5r22+WO3Ze7vXuMgsTuw91/hw2XSuQ4eW2anajw0dt6bbzuvtwy6RMVtnfUvFvBSyH2fHLT1YfIxRuKisM957v+UT0S3J/3eAUCgW6NKzR9+nQWL17MihUrYu7C5ObmAuYuRF5eXnh5fX19+K5Fbm4u7e3tNDY2xtylqK+vZ8yYMYedBrXyEBERSZDUBEzd4TgOd9xxBy+99BJvvfUWRUVFMeuLiorIzc1lyZIl4WXt7e0sX748XFkYMWIEqampMWFqa2vZtGlTtyoUSXmHQkRE5HjkJb4/rN3ddtq0aSxYsIA//OEP+P3+8DsPGRkZ+Hw+PB4PM2bMYNasWRQXF1NcXMysWbPo06cPN954YzjsLbfcwl133cXAgQPJzMzk7rvvprS0lPHjxx+xtIuIiMghuE+Beyr05UFiPPnkkwCUlZXFLJ83bx4333wzAPfccw/BYJDbb7+dxsZGRo0axZtvvhnzTsnjjz+O1+vl2muvJRgMcumllzJ//nxSUlI4XKpQiIiIJKnD6UrK4/FQUVHxha1EevfuzZw5c5gzZ06P06IKhYiISIIc7Ucex5NkTruIiMhxpScvVkbr7iOP44laeYiIiEjcdIdCREQkQfTIQ0REROIWbyuPji8PctzSIw8RERGJm+5QiIiIJIgeeYiIiEjc4m3lEc+2x5oeeYiIiEjcdIdCREQkQU7kOxSqUIiIiCSI3qEQERGRuMXbbDSZ/yh36x2KJ598kmHDhhEIBAgEAlxwwQX86U9/Cq93HIeKigry8/Px+XyUlZXx4YcfxsTR1tbG9OnTycrKom/fvlx55ZXs2LEjMbkRERGRY6JbFYrBgwfz8MMPs3btWtauXcsll1zCP/3TP4UrDY888giPPfYYc+fOZc2aNeTm5nLZZZfR0tISjmPGjBksWrSIhQsXsnLlSlpbW5k0aRKdnZ2JzZmIiMhR5k3AlKy6lfbJkyfHzP/7v/87Tz75JO+99x5nnnkmTzzxBPfffz9TpkwB4OmnnyYnJ4cFCxZw22230dTUxFNPPcWzzz7L+PHjAXjuuecoKChg6dKlTJw48aD7bWtro62tLTzf3NzcrUyKiIgcDSfyS5k9bjba2dnJwoUL2bdvHxdccAFVVVXU1dUxYcKEcJj09HTGjh3LqlWrAFi3bh0dHR0xYfLz8ykpKQmHOZjZs2eTkZERngoKCnqabBERETkCul2hqKyspF+/fqSnp/O9732PRYsWceaZZ1JXVwdATk5OTPicnJzwurq6OtLS0hgwYMAhwxzMvffeS1NTU3iqqanpbrJFRESOOD3y6IbTTjuNDRs2sHfvXl588UWmTp3K8uXLw+s9Hk9MeMdxuiz7vC8Lk56eTnp6eneTKiIiclSplUc3pKWlMXToUEaOHMns2bM5++yz+dnPfkZubi5AlzsN9fX14bsWubm5tLe309jYeMgwIiIiknzi7nrbcRza2tooKioiNzeXJUuWhNe1t7ezfPlyxowZA8CIESNITU2NCVNbW8umTZvCYURERJKVHnkcpvvuu4/y8nIKCgpoaWlh4cKFLFu2jNdffx2Px8OMGTOYNWsWxcXFFBcXM2vWLPr06cONN94IQEZGBrfccgt33XUXAwcOJDMzk7vvvpvS0tJwqw8REZFkdSK38uhWhWLXrl38y7/8C7W1tWRkZDBs2DBef/11LrvsMgDuuecegsEgt99+O42NjYwaNYo333wTv98fjuPxxx/H6/Vy7bXXEgwGufTSS5k/fz4pKSmJzZmIiIgcNd2qUDz11FNfuN7j8VBRUUFFRcUhw/Tu3Zs5c+YwZ86c7uxaRETkuKexPERERCRuJ3Irj2ROu4iIyHHlRH6HIu5WHiIiIiK6QyEiIpIgeodCRERE4uZNgdQv7hz6i7d3gCQdfFuPPERERCRuukMhIiKSIF4veE/QOxSqUIiIiCRIapyPPFKdxKXlaNMjDxEREYmb7lCIiIgkSEIeeSQpVShEREQSJDUFUuO49596IHFpOdr0yENERETipjsUIiIiiZJCfP+qx/G45FhThUJERCRRvMRXodAjDxEREQn3vR3P1E0rVqxg8uTJ5Ofn4/F4ePnll2PWezyeg07/8R//EQ5TVlbWZf3111/frXSoQiEiIpLE9u3bx9lnn83cuXMPur62tjZm+s1vfoPH4+HrX/96TLhbb701Jtwvf/nLbqVDjzxEREQS5Rg88igvL6e8vPyQ63Nzc2Pm//CHPzBu3Di+8pWvxCzv06dPl7DdoTsUIiIiidIL82JmTyf7V7m5uTlmamtrS0jydu3axauvvsott9zSZd3zzz9PVlYWZ511FnfffTctLS3dilt3KERERI4zBQUFMfMPPPAAFRUVccf79NNP4/f7mTJlSszym266iaKiInJzc9m0aRP33nsv//3f/82SJUsOO25VKERERBLFi7nT0FO22WhNTQ2BQCC8OD09Pa5kuX7zm99w00030bt375jlt956a/h7SUkJxcXFjBw5kvXr1zN8+PDDilsVChERkURJUIUiEAjEVCgS4Z133mHLli288MILXxp2+PDhpKamsnXr1sOuUOgdChERkRPAU089xYgRIzj77LO/NOyHH35IR0cHeXl5hx2/7lCIiIgkivty5VHU2trKtm3bwvNVVVVs2LCBzMxMTj75ZMC85Pm73/2ORx99tMv2H3/8Mc8//zxf+9rXyMrK4qOPPuKuu+7i3HPP5cILLzzsdKhCISIikigJeuTRHWvXrmXcuHHh+ZkzZwIwdepU5s+fD8DChQtxHIcbbrihy/ZpaWn8+c9/5mc/+xmtra0UFBRwxRVX8MADD5CScviZUYVCREQkiZWVleE4Xzzu+Xe/+12++93vHnRdQUEBy5cvjzsdSV6h+BToDTQDIXgXoNquGw7UR4UNAWfYzz1AJrAVaLFhAQYDO2wcDUSKZ6CZD2UCqWZxyGu2cwC/DVYI7AVGAUttdCvt8kJgN1Bqk7AXuAHYBPQHLgSaIOOiOpqW5XLBhLdpJ40UOgE4lw2k0EklpVz86GouvBT+8vniKAJ/cxC+A6FZsH4xDD8HRj64jnEsYxVjGMFaatPyaUzrzwu9r6N/2l4uHL6IvzCG7eNPA8BXtpfg2gHkfbuK2t8UQQnwK5v2UuAdIGiL6QKb/s3AOUAt4D5y22uLfJNdtxcYassB4GbgfaAVKLCHohRYa8P67SFoBRrtYegEvgr8GjgF8NlD1miPnw9zTErtttsyoaUa+hVC/4BJX39g9y4gE64GQgFz7uwZbNaF7L5OcnifUWZZIdAP6F9svl8EZMH0Kf/B7d/8Oaf/ZTtMseXkhY1Xnkr1lYX4aeEz+kSO0e/gunteYO11Ixhwx172bBpExul1NNVlwV6v2XdvIN2mA1t2bnmW2rR9jPkvaJs57hQCf7Z56wek+GB30G4YwJyUzXa+A3NtTLUHrthGUG3D1mMOcKHd5k92x0OjwgWJXE+FwHpguy30XeC9DkJ+e4D+ZOOcbg+Wm7FdwE5gkJ2W2fRk2oy5beCrbTxD7X5X230ut2EHYa7XgTZv22z41Ei5h9PcYNdh9x0AXrfz59s8ueE6gBz76cNcccNtmXRgLnB7ITjboGa8SWK6Td7H7r4Ddtscm6dqG2CXLa9t9rvf7tctk2q7nxCQHZXuUFS8e+xni41jui1H949Dpp2abdzn2/35bV5X2++FmGM4CHOsfZhj4b4UOCQqPmwc7qfPrq+2edxp1wXt/nbatAVsGoYAf7VhfDZv9reVZjudYZdl222CNp2DCP/eh9MwiMg5k2nL1N1H0K7/lKMmhaT/y9pTJ2i2RUREjoB436H44hsNxzVVKERERBKlhwN8/SNQs1ERERGJ2wlajxIRETkCTuA7FCdotkVERI6AE7hCoUceIiIiErcTtB4lIiJyBLjDl/fUgUQl5OhThUJERCRR4n3kkcTNRvXIQ0REROKmOxQiIiKJcgLfoVCFQkREJFHi7Skzid+h0CMPERERiZvuUIiIiCSKHnmIiIhI3OIdbTSJH3moQiEiIpIo8b5DEc+2x5jeoRAREZG46Q6FiIhIosT7DoUeeYiIiMiJXKHQIw8RERGJm+5QiIiIJMoJfIdCFQoREZFEiXe00SR+bpDESRcREZHjhe5QiIiIJEq8jzw6E5WQo69bdyhmz57Neeedh9/vJzs7m6uuuootW7bEhLn55pvxeDwx0+jRo2PCtLW1MX36dLKysujbty9XXnklO3bsiD83IiIix5I3AVOS6laFYvny5UybNo333nuPJUuWEAqFmDBhAvv27YsJd/nll1NbWxueXnvttZj1M2bMYNGiRSxcuJCVK1fS2trKpEmT6OxM4qqZiIjICaxbdaHXX389Zn7evHlkZ2ezbt06Lr744vDy9PR0cnNzDxpHU1MTTz31FM8++yzjx48H4LnnnqOgoIClS5cyceLELtu0tbXR1tYWnm9ubu5OskVERI4Odb3dM01NTQBkZmbGLF+2bBnZ2dmceuqp3HrrrdTX14fXrVu3jo6ODiZMmBBelp+fT0lJCatWrTrofmbPnk1GRkZ4KigoiCfZIiIiR4YeeXSf4zjMnDmTiy66iJKSkvDy8vJynn/+ed566y0effRR1qxZwyWXXBK+w1BXV0daWhoDBgyIiS8nJ4e6urqD7uvee++lqakpPNXU1PQ02SIiIkeOO9poT6ckvkPR47rQHXfcwcaNG1m5cmXM8uuuuy78vaSkhJEjRzJkyBBeffVVpkyZcsj4HMfB4/EcdF16ejrp6ek9TaqIiIgcYT26QzF9+nQWL17M22+/zeDBg78wbF5eHkOGDGHr1q0A5Obm0t7eTmNjY0y4+vp6cnJyepIcERGR44MeeRwex3G44447eOmll3jrrbcoKir60m327NlDTU0NeXl5AIwYMYLU1FSWLFkSDlNbW8umTZsYM2ZMN5MvIiJyHElJwJSkulUXmjZtGgsWLOAPf/gDfr8//M5DRkYGPp+P1tZWKioq+PrXv05eXh7V1dXcd999ZGVlcfXVV4fD3nLLLdx1110MHDiQzMxM7r77bkpLS8OtPkRERCS5dKtC8eSTTwJQVlYWs3zevHncfPPNpKSkUFlZyTPPPMPevXvJy8tj3LhxvPDCC/j9/nD4xx9/HK/Xy7XXXkswGOTSSy9l/vz5pKQkcdVMREQk3scWSfzIo1tJdxznC9f7fD7eeOONL42nd+/ezJkzhzlz5nRn9yIiIse3E7hCocHBREREJG5JXBcSERE5zpzAw5erQiEiIpIoeuQhIiIiyWjFihVMnjyZ/Px8PB4PL7/8csz6ozUKuCoUIiIiiXIMOrbat28fZ599NnPnzj1kmKMxCngS31wRERE5zhyD0UbLy8spLy//wjCJHgX8YHSHQkREJFESdIeiubk5ZnIH2OypRI8CfjCqUIiIiBxnCgoKyMjICE+zZ8/ucVxHYhTwg9EjDxERkURxhy+PZ3ugpqaGQCAQXhzPiNtHYhTwg1GFQkREJFES1Gw0EAjEVCgS6YtGAY++S1FfX9+tQTv1yENEROQEcqRGAdcdChERkUQ5Bq08Wltb2bZtW3i+qqqKDRs2kJmZSWZm5lEbBVwVChERkUQ5Bj1lrl27lnHjxoXnZ86cCcDUqVN58sknj9oo4KpQiIiIJLGysrIvHA38aI0CrgqFiIhIopzAY3kkcdJFRESOMyfwaKNJnHQRERE5XugOhYiISKLokYeIiIjETRUKERERidsx6IfieKF3KERERCRuukMhIiKSKHrkISIiInFL0GijyUiPPERERCRuukMhIiKSKHrkISIiInFTKw8RERGRntMdChERkUQ5gR95eJwvGvP0ONXc3ExGRgawHtgD2DHdPaPAeQEYCHQAg4BtQADIBBpsDNlA0C7z2e87gTJgo12+Gii0cTcALcAQ4HXgcmCw2dYDOFvNvMcHDsBWKCqGKru7AcBFwLt2F+vs8sFAlv0cCtQAecA5QAjYYb4PHr6NFEJczwt8lXe44rk/8+C/dC2XB5bDry7+F26d/Sz8Fho2Q0PHYK7mJU7jbwxkN6sYw6a/nUevjH0c2NUXNthszrdpe8cWySDgL0A6JkwnMMJ+brPL/UAlcAZQC/QH2mxxboscFvrbvBTaPIbs8iIiZZQF7A6C32eKml8D37Erq80xKQ3AZqAceAV7XD6zBQjQbHd8hkmENxNCLwFTbKLeB0bZDFYDu4BhZr4UqGwAfya02HTMBfoBfwTWApXNmHOpGYYGYC9wgymrIT/4K99iPn5aWMcINlLKppfOgxIoOXUNlVXn8+BXTCp/76xm04rzTJn3s0nLA5bZY9+KibvGluFuW4ZBm+RWO78byLHl+mfsuddg8lPkg6pgVDnsiKSdSszBfp/ItbEZSMVcGztNpmggcs102PU+u+xCzAniXisAk225+jAFStT2QVv2vwbOJ3LNufsdbr+fAWy1mXIzNwc4PSr92HU+m5dSYKmNv9pu46YjaD932k8v5gTz2byG7LKBdv+DovLvptEPFNvC99r0Ntg0VxMRAMabNA4ImGNZCeyutuXXYuPAltnpNq0tmGNRaNf57Oc2Ir9bmXbCRppJ5C+Pm1/3wgra9Lu2YX5gGmyeW2ye3N/GZlue9twJl5sbf8CWw1D76Y2Kwz2+btrq7edQG783Ku5Mu/3pwPaotLrhgzYvu+y22O3dfPnsPlOJPUeH2m3qMefCNhtXtl2WDXwCPExTUxOBQIAjwf271LQeAv4vD3/IeFogYzhHNK1Hih55iIiISNyS+OaKiIjIceYEfilTFQoREZFEOYHfoUjipIuIiBxnTuAKhd6hEBERkbglcV1IRETkOHMC36FI4qSLiIgcX5xe4MTxYqWTxM8NkjjpIiIicrzQHQoREZEE6fSaKZ7tk1USJ11EROT4ciJXKPTIQ0REROKWxHUhERGR40soxUMoxRPH9g52YJ6kowqFiIhIgnR6vXR6e16h6PQ6mMHkko8eeYiIiEjcdIdCREQkQTpTUuiM45FHZ0ry3qFQhUJERCRBDpBCJz2vUBxI0vcnQBUKERGRhAmRQiiOCkUoiSsUeodCRERE4qY7FCIiIgnSSQqdcfyv3smBBKbm6FKFQkREJEHir1D0/HHJsdatXM+ePZvzzjsPv99PdnY2V111FVu2bIkJ4zgOFRUV5Ofn4/P5KCsr48MPP4wJ09bWxvTp08nKyqJv375ceeWV7NixI/7ciIiIyDHRrQrF8uXLmTZtGu+99x5LliwhFAoxYcIE9u3bFw7zyCOP8NhjjzF37lzWrFlDbm4ul112GS0tLeEwM2bMYNGiRSxcuJCVK1fS2trKpEmT6OzsTFzOREREjjJzhyK+KVl165HH66+/HjM/b948srOzWbduHRdffDGO4/DEE09w//33M2XKFACefvppcnJyWLBgAbfddhtNTU089dRTPPvss4wfPx6A5557joKCApYuXcrEiRO77LetrY22trbwfHNzc7czKiIicqTpkUcPNTU1AZCZmQlAVVUVdXV1TJgwIRwmPT2dsWPHsmrVKgDWrVtHR0dHTJj8/HxKSkrCYT5v9uzZZGRkhKeCgoJ4ki0iIvIPY8WKFUyePJn8/Hw8Hg8vv/xyeF1HRwc/+MEPKC0tpW/fvuTn5/PNb36TTz/9NCaOsrIyPB5PzHT99dd3Kx09rlA4jsPMmTO56KKLKCkpAaCurg6AnJycmLA5OTnhdXV1daSlpTFgwIBDhvm8e++9l6ampvBUU1PT02SLiIgcMZ2k2L4oejb15JHHvn37OPvss5k7d26XdZ999hnr16/nRz/6EevXr+ell17ib3/7G1deeWWXsLfeeiu1tbXh6Ze//GW30tHjVh533HEHGzduZOXKlV3WeTyxt2wcx+my7PO+KEx6ejrp6ek9TaqIiMhR0Yn3qDcbLS8vp7y8/KDrMjIyWLJkScyyOXPmcP755/PJJ59w8sknh5f36dOH3Nzcbu/f1aNcT58+ncWLF/P2228zePDg8HI3IZ+/01BfXx++a5Gbm0t7ezuNjY2HDCMiIpKMOukV50uZ5s9yc3NzzBT9HmG8mpqa8Hg89O/fP2b5888/T1ZWFmeddRZ33313TGOKw9GtCoXjONxxxx289NJLvPXWWxQVFcWsLyoqIjc3N6Y21N7ezvLlyxkzZgwAI0aMIDU1NSZMbW0tmzZtCocRERE5kRUUFMS8Ozh79uyExLt//35++MMfcuONNxIIBMLLb7rpJn7729+ybNkyfvSjH/Hiiy+GG1ccrm498pg2bRoLFizgD3/4A36/P3wnIiMjA5/Ph8fjYcaMGcyaNYvi4mKKi4uZNWsWffr04cYbbwyHveWWW7jrrrsYOHAgmZmZ3H333ZSWloZbfYiIiCSjeJt+up0n1NTUxPzBT8Rj/46ODq6//noOHDjAL37xi5h1t956a/h7SUkJxcXFjBw5kvXr1zN8+PDDir9bFYonn3wSMG+DRps3bx4333wzAPfccw/BYJDbb7+dxsZGRo0axZtvvonf7w+Hf/zxx/F6vVx77bUEg0EuvfRS5s+fT0pK8ra/FRERcV+u7Pn2RiAQiKlQxKujo4Nrr72Wqqoq3nrrrS+Ne/jw4aSmprJ169YjU6FwnC8fBc3j8VBRUUFFRcUhw/Tu3Zs5c+YwZ86c7uxeREREusmtTGzdupW3336bgQMHfuk2H374IR0dHeTl5R32fjSWh4iISIIcwBvXI48DPejYqrW1lW3btoXnq6qq2LBhA5mZmeTn53PNNdewfv16/vjHP9LZ2Rl+XSEzM5O0tDQ+/vhjnn/+eb72ta+RlZXFRx99xF133cW5557LhRdeeNjpUIVCREQkQRL1DkV3rF27lnHjxoXnZ86cCcDUqVOpqKhg8eLFAJxzzjkx27399tuUlZWRlpbGn//8Z372s5/R2tpKQUEBV1xxBQ888EC3XkVQhUJERCSJlZWVfeErCV/2ukJBQQHLly+POx2qUIiIiCTIsbhDcbxQhUJERCRB3I6ter79lzd+OF7FNTiYiIiICOgOhYiISMLE3w9F8t6hUIVCREQkQczgYD3/06p3KERERIQDcb6UeSCJ71DoHQoRERGJm+5QiIiIJEj8zUaT9w6FKhQiIiIJEqJXnC9lHkhgao4uPfIQERGRuOkOhYiISILE38pDjzxEREROePG/Q6FHHiIiInIC0x0KERGRBDmR71CoQiEiIpIgnXF2vZ3MFQo98hAREZG46Q6FiIhIgqiVh4iIiMStk15xvkORvMODqUIhIiKSIPG/lNnzbY+1JK9QBIFd9vsQGAGsLQSqgcuA9cAgIBPwAa8AN9rvA4GNQANwoY2rGggAg83yAcOgsdmG3QHkAFPtNj6zW8dd7rP7D8K5xfDBVigoNmG8wF4gD+gPFAIlQDpmrNocoAz4vVk/+JJtBA/4yO5VTz6fMpE3KKSaoWzj3E2b4d8OXhrvj4Vbv/YsD74WWfbA/Tt4/t+/wRtM5F94hhe4jr+d+g4+PqMyZxjvn34+p6X9jZqLC6h9v8ikqRguGP427745Dv4KFACn2wgzgFTgOSAEXGXzNtTmbRuwGZgMrAROAfYAFwEbgHNsuD1ADfBVGz4PU4b9bZgN3zFpaQOGFsJuoNXu86fAMuxxzTSHLoQ5dp7hkGLnQ0Fgikl/zWLwXmeW+4HWQnAKzbEJAZWAPxOygBYftNh0nm7z0eqWaDP4AybPhZhTZgdsX3w6v7/y65zG32jBz14G4BvfSHDbAP7WcBp/LRoCbAegD0GTnxQbrxtPq/0sBPphTrv+tnz7Y86VvXbdMhtut11WYrevyjT5rQKyfLA7CKFmUzbsMgeXwXZHw0zi6bAH0JWDKdRBwE5zXBhlD1SzXe9+ZmOun2ZbsO429hqij41zh41zqI1noF0+HHNCddh4AM6wac0BnsScTOtthhvsZK8tSoGldt0em4Zquy/s8mZgvF3uI3Kdu3ndgzkRsgmfU+y0nw02PUSVUdBO3qjvfjs1wLmZ5nh4Mef47kIoAqp2EDnY2UA95pwoxZyEwah9D7Jp9dv5nbZMhtowXpuHoE1jYdS22G0bbDzBqO8d9tM9fu7F448K57X7qY9aNtymG8zx8tn919vv9TZeovY51G6zEzg/Kg1/jUpLKeZHwz3PNtv9u9eLz+7PjbfS5tNNb7aNJxSV/6Dd3l2fA3yCHHlJXqEQERE5fugOhYiIiMQt/majyVuhULNRERERiZvuUIiIiCRI/M1Gk7djK1UoREREEuREfodCjzxEREQkbrpDISIikiDxd2yVvP/nq0IhIiKSIKE4W3nEs+2xlrxVIRERETlu6A6FiIhIgsTfykNjeYiIiJzwDsTZyuNAEj/yUIVCREQkQdRsVERERCQOukMhIiKSIGo2KiIiInELkUKKmo2KiIiI9IzuUIiIiCRI/M1Gk/fPsu5QiIiIJIjbbLSnU0+aja5YsYLJkyeTn5+Px+Ph5ZdfjlnvOA4VFRXk5+fj8/koKyvjww8/jAnT1tbG9OnTycrKom/fvlx55ZXs2LGjW+lQhUJERCSJ7du3j7PPPpu5c+cedP0jjzzCY489xty5c1mzZg25ublcdtlltLS0hMPMmDGDRYsWsXDhQlauXElrayuTJk2is/PwO9pK3nsrIiIix5lj0Q9FeXk55eXlB13nOA5PPPEE999/P1OmTAHg6aefJicnhwULFnDbbbfR1NTEU089xbPPPsv48eMBeO655ygoKGDp0qVMnDjxsNKhOxQiIiIJ4g4OFs8E0NzcHDO1tbX1KD1VVVXU1dUxYcKE8LL09HTGjh3LqlWrAFi3bh0dHR0xYfLz8ykpKQmHORyqUIiIiBxnCgoKyMjICE+zZ8/uUTx1dXUA5OTkxCzPyckJr6urqyMtLY0BAwYcMszh0CMPERGRBDGPPOJp5WHuUNTU1BAIBMLL09PT40qXx+OJmXccp8uyzzucMNF0h0JERCRB4mnhEf3+RSAQiJl6WqHIzc0F6HKnob6+PnzXIjc3l/b2dhobGw8Z5nCoQiEiIpIgiapQJEpRURG5ubksWbIkvKy9vZ3ly5czZswYAEaMGEFqampMmNraWjZt2hQOczj0yENERCSJtba2sm3btvB8VVUVGzZsIDMzk5NPPpkZM2Ywa9YsiouLKS4uZtasWfTp04cbb7wRgIyMDG655RbuuusuBg4cSGZmJnfffTelpaXhVh+Ho9t3KL6sA42bb74Zj8cTM40ePTomTCI60BARETneHIuOrdauXcu5557LueeeC8DMmTM599xz+fGPfwzAPffcw4wZM7j99tsZOXIkO3fu5M0338Tv94fjePzxx7nqqqu49tprufDCC+nTpw+vvPIKKSmHn55u36FwO9D41re+xde//vWDhrn88suZN29eeD4tLS1m/YwZM3jllVdYuHAhAwcO5K677mLSpEmsW7euW4kXERE5noRIwXOUBwcrKyvDcZxDrvd4PFRUVFBRUXHIML1792bOnDnMmTOn2/t3dbtC8UUdaLjS09PDL4J8Xk860Ghra4tpg9vc3NzdZIuIiMgRdEReyly2bBnZ2dmceuqp3HrrrdTX14fX9aQDjdmzZ8e0xy0oKDgSyRYREYmL22y051Py3qVPeIWivLyc559/nrfeeotHH32UNWvWcMkll4TvMPSkA417772Xpqam8FRTU5PoZIuIiMTteGvlcTQlvJXHddddF/5eUlLCyJEjGTJkCK+++mq4H/GD+aIONNLT0+Pu1ENERESOnCPeD0VeXh5Dhgxh69atQOI60BARETnenMh3KI54hWLPnj3U1NSQl5cHJK4DDRERkeNNogYHS0bdfuTxRR1oZGZmUlFRwde//nXy8vKorq7mvvvuIysri6uvvhpIXAcaIiIicvzodoVi7dq1jBs3Ljw/c+ZMAKZOncqTTz5JZWUlzzzzDHv37iUvL49x48bxwgsvdOlAw+v1cu211xIMBrn00kuZP39+D/qg+BAYZr9vg4+LgRagEFgP7AGagZ1mPRcCQaABCNnvQ4FUO58JVAPvm3gaq23cXht2m/1eaONtBgLALrPd2mHg98EH1eAphh2A0wDjMuHtZigImKC7gc3AXqC/3cUTwEQTzY5PCmGvl9DpKfRJ+4zH+V+cxhZOZQtnlnzEnd/6L7iva2kMcTJ4mzN5oOxdHlxucrbm30t4get4h4tZxRg6SWHVgTFk96pn8yel8Fcvq0/PgmovPAsUAK/Cu95xUGLTuAF4x34vtMW61xb1HmCwzcdpNl8+YCXQaL/vBWqATmAL0BKEIl8k7pZm2J0KHh/s3gHbBgMboWUYsAM+AAoGQ5Ut/rn2s7GB8CnsD5j0OEBoB5QONoeyxe6b4eYQR78L7LXpy7Fp3A202uUhm+dzQlDjNXF5AuZ4Ztnw1ba8bob/78q7+T+bHmVZKZTdCdwPi0+awMPDf0gRVfyea4BHARjF+6z2Xgx5dl8tNj3/B9gEVAKTgZcx5wt2f6XA7216+9v0hRrAm2nm2wC2Qk0x0Ay7/2IzWGinALDMLvPZDOyyEfow5/9AYCkwClgODLIJ+Iv9Xm3Kkp2Ygz/E7ItdmDMOzHWyPqqQKzHX3l+ADuA6m45CzLV4IbDRxj0Ic60VA36g3G6TafeZY6c/2c8OzPVbatc3AGPt/t1r02fT2GDjKbbp2mnTNBRzwAcCq21cXhvvILuNqzKqrNz4qoHtZnt/pjlfU+zx2IM5R6oB/mr3tdXGdaGdX2q/74mKO2i/h4DTgfqotLu/XcGo8s62n+62mXbe/Y0qtIkotPtPtWEG2Xw02LjcYxiKSstOGw9R8WK3GWrXuekp/Vy5Y9O2M2rfpVHh3d9Rt6w7bPw5wPluwVnu73WOjcdny8U9n3fZfbvHNtMubwBO5Wg5YFtrxLN9sup2yr+sA4033njjS+NIRAcaIiIix5vOODu2SuZ3KJK3KiQiInKc6aRXnBWK5B2zM3lTLiIiIscN3aEQERFJENNK4+iO5XG8UIVCREQkQTrx4onjT2s8L3Qea3rkISIiInFL3qqQiIjIceZAnL1dHtAjDxEREemM8x2KZG42qkceIiIiEjfdoRAREUmQE/kOhSoUIiIiCRKiF446thIRERHpGd2hEBERSRDTj8SJ2Q9F8qZcRETkOKN3KERERCRuB+KsUCRzPxR6h0JERETipjsUIiIiCRIihV4n6B0KVShEREQSpJMUnDj+tCZzhUKPPERERCRuukMhIiKSIOYOhR55iIiISBxO5AqFHnmIiIhI3HSHQkREJEE6D6TgHIjjDkUc2x5rqlCIiIgkSGcohQOhnlcKnDi2Pdb0yENERETipjsUIiIiCdIZ8uIJ9fxPqxPHtsda8qZcRETkONMZ6oUnrkceyfvgQBUKERGRBOkMpcRZodA7FCIiInIC0x0KERGRBAmFUvB06A6FiIiIxMHp9HIgjsnp7N7/+YWFhXg8ni7TtGnTALj55pu7rBs9evSRyLruUIiIiCSrNWvW0NnZGZ7ftGkTl112Gf/8z/8cXnb55Zczb9688HxaWtoRSYsqFCIiIokSSjFTPNt3w0knnRQz//DDD3PKKacwduzY8LL09HRyc3N7nqbDpEceIiIiieJWKOKZgObm5pipra3tS3fd3t7Oc889x7e//W08Hk94+bJly8jOzubUU0/l1ltvpb6+/ohkXRUKERGR40xBQQEZGRnhafbs2V+6zcsvv8zevXu5+eabw8vKy8t5/vnneeutt3j00UdZs2YNl1xyyWFVULrL4ziOk/BYj7Dm5mYyMjKAZwEPMAgIARcCzwNDgW12+TbAZ5cF7TQU2OnGBhTaMJvtsgCQCgwHdgB/sd9zgF023gYbVyrgt98DQIddN8zGCQyw0TYGYYAPSoBWoD+QAuyxyS+0u7sUyIrkN+N/1ZGfVguYoXG31JzNgyd3LZcHSoH7gP3w4LfM86xC5+u8wHW88vdr8GXtJbjXD7u9UB21YX9bTO/Z7/1teoI2bbsxkbmfKcD7wDmYeEYCy4DBwF6gBiiw31swh6i//d5p8zkQWLvDbhQEv8/sz2fLxtkB7ATPKHBsHI6N9z+A64O2rLHlXWi+uuFoADKjMtHHflYCpZhjCeb4dWCO3XrwDoeQTVcR8A1gPDApOl0N4BkGjk3wAOAU4Ks2GbttubRGle/14OR7eLAUqp0nmf+v3zOn2x5bjm7ZVgIXYNYV2OXptizzMOfFXlve2HJsA2qabR6Ac+12NdHl4Kq2iay24XdgztVqzLndYhNVjLk2QrZ8MqO23Wm3zQS22rL02eWFUfusttueYcO/D4yynwMx181Oezy2Aauj0nm63SYHeAWYbPd1BpFrtxRzbQai0lpttxlkl23HXLt+YL3dPmTjGmXTt9MWfLZNd8h+rsYclDMw59Eg++nuowxzIHyEr3UagPPhwcFm1Vq7m6Xrbfz1tpxX2/j8tiyabdzNtuz32P1ujlqfafO62e6vw6ZjtV1XaLfbjjlp/0LkqXbAlrEX8/sXsnFss/vNtPtwucdsc1S6G+xxAXPd7LTLson8YLgXMVFlttPu1z1nhgJL7bwbZ4ONw2vjDgLTgcdsXIMw52YH5nxdFpUHL5Hf3+h9u3G76bqdpqYmAoEAR0L479K6JugXxz5am2FEBjU1NTFpTU9PJz09/Qs3nThxImlpabzyyiuHDFNbW8uQIUNYuHAhU6ZM6Xk6D0LvUIiIiCRKyE7xbA8EAoFuVX62b9/O0qVLeemll74wXF5eHkOGDGHr1q1xJPLg9MhDREQkyc2bN4/s7GyuuOKKLwy3Z88eampqyMvLS3gaVKEQERFJlFACpm46cOAA8+bNY+rUqXi9kQcPra2t3H333bz77rtUV1ezbNkyJk+eTFZWFldffXUcmTw4PfIQERFJlAQ98uiOpUuX8sknn/Dtb387ZnlKSgqVlZU888wz7N27l7y8PMaNG8cLL7yA3++PI5EHpwqFiIhIorjvMcezfTdNmDCBg7Wv8Pl8vPHGG3Ekpnv0yENERETipjsUIiIiidJpp3i2T1KqUIiIiCTKMXiH4nihRx4iIiISN92hEBERSZQT+A6FKhQiIiKJcgJXKPTIQ0REROKmOxQiIiKJ0kl8dxnUykNERET0yKMbVqxYweTJk8nPz8fj8fDyyy/HrHcch4qKCvLz8/H5fJSVlfHhhx/GhGlra2P69OlkZWXRt29frrzySnbs2BFXRkREROTY6XaFYt++fZx99tnMnTv3oOsfeeQRHnvsMebOncuaNWvIzc3lsssuo6WlJRxmxowZLFq0iIULF7Jy5UpaW1uZNGkSnZ1JfK9HRETkGAwOdrzo9iOP8vJyysvLD7rOcRyeeOIJ7r//fqZMmQLA008/TU5ODgsWLOC2226jqamJp556imeffZbx48cD8Nxzz1FQUMDSpUuZOHFil3jb2tpoa2sLzzc3N3c32SIiIkdeB/GN5RHPtsdYQlt5VFVVUVdXx4QJE8LL0tPTGTt2LKtWrQJg3bp1dHR0xITJz8+npKQkHObzZs+eTUZGRngqKChIZLJFREQSozMBU5JKaIWirq4OgJycnJjlOTk54XV1dXWkpaUxYMCAQ4b5vHvvvZempqbwVFNTk8hki4iISJyOSCsPj8cTM+84Tpdln/dFYdLT00lPT09Y+kRERI6IE7jZaELvUOTm5gJ0udNQX18fvmuRm5tLe3s7jY2NhwwjIiKSlE7glzITWqEoKioiNzeXJUuWhJe1t7ezfPlyxowZA8CIESNITU2NCVNbW8umTZvCYURERCS5dPuRR2trK9u2bQvPV1VVsWHDBjIzMzn55JOZMWMGs2bNori4mOLiYmbNmkWfPn248cYbAcjIyOCWW27hrrvuYuDAgWRmZnL33XdTWloabvUhIiKSlE7gjq26XaFYu3Yt48aNC8/PnDkTgKlTpzJ//nzuuecegsEgt99+O42NjYwaNYo333wTv98f3ubxxx/H6/Vy7bXXEgwGufTSS5k/fz4pKSkJyJKIiMgxogrF4SsrK8NxnEOu93g8VFRUUFFRccgwvXv3Zs6cOcyZM6e7uxcREZHjkMbyEBERSZQTuJWHKhQiIiKJcgI/8khoKw8RERE5MekOhYiISKJ0APG0L0jisTySvELxd+AkIAj4gF3ATmBKVJhsoB7YBgwHmoHNQI4Nnwo0AIOAYuB9IAAMBTYCw4DxNkyH/RwGDAa2Ru07x8SV5YPdADtsGGAgsC0IA3xm0Q67bDeQBVwE7AVagTLgVqAac3SGhngw7QFyqGcLp/FNnuGRkw9eGi9VwpQqePA+Mx8CbvrTi3xank/eVz7FSyc1gQI+O7kPe4f351PyqX2pCPoCucA5QA1QYrOWZYvkPeAdwI+5UAqA62xRtdptUmz4IDAA6G+X++2yxiAU+aDK5nU3pnz8QIsPWgAPkI79PhicBhOP2weaF6jZCgOKwe8z2wF4AxBqNuXv+OwO1wPn24IcDGSagvdMAQd7HHfYYxk0818dDu9stceyGUIBs8/5Nk1UA4XANpPfkL3y+/ngGlNW509ZQQ0F1P69EOZ7TF77A3XwuwmTgVfw02KW5dmpxCZlmz3+u+yx2GWTNtTG8b4t02vs/DnAMqAfQMCEA/gAIueuLVfnT+Avh5ZMIufyHruDpbZ8cjDncrYNE7LfK03ZUmzDBe26rcAoG9dSu32HPVCbMdcUdvtBmOuv0B6bZhvOTTTAhXZ50M5X2+3c41gMLAfOwJw4O218O236RgGlwCIi12UwKp4cW8h+G/5PNq5tdv1Ou4/1dv/ZdptMm4edNr2Z9nt1VNp32v3Z34qlwCbMcfJj83UG5rdoJ3A68Ff7udWWzevA1bbsW2y4EOZEaLD72WXLbafNq3uS7CTy+zQceMWmP2TDu8c10+7XZ/PsltP5wGqbzky7zM1fAzDWrsdun2njdX9fL7dl5LPlOdTG1WC/+2z6WmzZu3x2WYtNSzbh65HnMedwtV1vr3G22u2w81776Ys6Dn6bv3o7/wlHTbzjcegdChEREdE7FCIiIiJx0B0KERGRRFGzUREREYlbiPheytQjDxERETmR6Q6FiIhIonQQ37/qajYqIiIiJ3KzUT3yEBERkbjpDoWIiEiiqJWHiIiIxC1EfPf+1cpDRERETmS6QyEiIpIoHZjxc+LZPkmpQiEiIpIoauUhIiIicQslYOqGiooKPB5PzJSbmxte7zgOFRUV5Ofn4/P5KCsr48MPP4wzkwenCoWIiEgSO+uss6itrQ1PlZWV4XWPPPIIjz32GHPnzmXNmjXk5uZy2WWX0dLSkvB06JGHiIhIoiSo2Whzc3PM4vT0dNLT0w+6idfrjbkr4XIchyeeeIL777+fKVOmAPD000+Tk5PDggULuO222+JIaFe6QyEiIpIoHQmYgIKCAjIyMsLT7NmzD7nLrVu3kp+fT1FREddffz1///vfAaiqqqKuro4JEyaEw6anpzN27FhWrVqV0GxD0t+hOBvYAEwGdgGFQDZQDQSBZuAMIAfw2flK4EIb/kI7PxTYCawGLgcyMVXMTGArkAqMAtbbeHbYz2L7fbBJzneAFwE/0DLYpqMQ2gCPD04B+gNZwG7gNODPwAhgJHA6pI00tdJzTt0AwDX8njv/8l/QDPsu6UXfbx0geIjSqAQq74td9uDX4IGX5tB8ZRqBX7dDPjR/LY3OlBRe42v8fMo0/p37+TnTWLTrKnJy6vHTwq72bFoa/Rxo6gv7gdE23TtsxBuAdKDELi+0+Q7Z7wB7gauAPwF+n8l7P1sG/YFaTG280m6zDdi9FQqK7X6GmfiKbHm1AkXFkAG0YM7eUBAKfFAViGTa7wPG2zDDzKEKAqFh4AA0AM3gGQbODvAONmE22/irmmFAALyQ8cM6mh7PBTaCf5iJk1EQaoABmeaYQvj029J+Kk2v55r8FdoysGWWz6d8BHzEmabMNgN5Nh81wDn2e5stnzMwp1AJ5hgU2HzvAcqAd6LK7at2X3uBAUC/YWanOzJtAkfZtG+2ES/HnN+DgPPtjjLt1AwEML9sPsz1M8QW4jYbxm8/O2xcZ9htAF4HptpyLrTLt9p9rbfbFGKuuUzMCTA8clwYZPdbiLm2Ku0yL+aa7bBhB9k0+ez8Nls4Y+02DcAt9rt7bbtXTwOR6/98IiduR1Q5uOnfZfcVsGnIxFz7hTa9DVHpbTBxDLXHohVzzgPwvg03yM6fjvltybFlMdQeH/ff22a7rNpus8vuOwD81eYlROT41QOlUXFHH+dgVLpbbD4H2f2W2nS74QI2Xe6xGWTLdqfdV/Q54rXbV2POiVQb3o3LnZpt+eRgzoVMG9ZH5Dzw2bRhv2+LlCc+u7zBfrbYPLplkBoVj/tnrdnO1wMnk2xqamoIBCK/a4e6OzFq1CieeeYZTj31VHbt2sVDDz3EmDFj+PDDD6mrqwMgJycnZpucnBy2b9+e8DQneYVCRETkONJJfPf+7SOPQCAQU6E4lPLy8vD30tJSLrjgAk455RSefvppRo8eDYDHE9uO1XGcLssSQY88REREEuUot/L4vL59+1JaWsrWrVvD71W4dypc9fX1Xe5aJIIqFCIiIv8g2tra2Lx5M3l5eRQVFZGbm8uSJUvC69vb21m+fDljxoxJ+L71yENERCRRQsTXU2Y371DcfffdTJ48mZNPPpn6+noeeughmpubmTp1Kh6PhxkzZjBr1iyKi4spLi5m1qxZ9OnThxtvvDGORB6cKhQiIiKJEu/gXt3cfseOHdxwww3s3r2bk046idGjR/Pee+8xZMgQAO655x6CwSC33347jY2NjBo1ijfffBO/3x9nQrtShUJERCRJLVy48AvXezweKioqqKioOOJpUYVCREQkUTqJ75FHEo/loQqFiIhIohzlRx7HkySvUHgxHb80EOmw5gxM5zBD7fwiTAc21Xbe7bCmmkhnKjvtNm4HL9jPnXYaYsOC6cxlYFQ8AUwHKuvh1w3gnRJ1QhQCL0Fwiuncpg1YZzevxnReBKYDHB/wK2hvDMB5Dqt3XAxLYfX4i9l24Smcxt+4ksUM/cEOHqiHB//ctTQeKDZJenBP1LLfws6rB/J9nuSlG67l14Gb+YgzaSONd7iY6uZC/m/gX3n5/evhv6H29CJq92LysAPToRREOqEqwXRq1Wqzt84ehmo732rXF2L6sNlk152D6YumNirPezGHrRz4I6ZDppZiE18hprOnliC0+MyyfkAV0ITp5KkG02FYC6ajKIDdzeANQIqdb7XpCzUT6azMHnen2RyMkA3XYjspc7cfDP60VppewHSC1VJtI80EbyY0BmGvL5KfYshJq+e0K//G6r9dbJb/PpLXFswzyxb85th3Yjo0220/t9jodxC5Mvfasqm1ZbgX08fa74H/jelDKoTpZCzHfhbaMvdiO/Kyac4Cdg/CnOuXA33szpYC44Ft4B0OoRCmE6ZUTEdxHaac2Gjj8hPpCKnBzheCt9CW8y2YjpfsdcEUG08fIp1FVQOX2TBux0e7ota7HUYFbcYKiXRolUqkA6aQXb/apqeQSOdIQ+1yd1yD9ZiOndx9uh0nubJt2bidLrm/JaU2rDuu9HK7vfvb43bitCsSVYot/8G2iBlk43Q77qq0ZRCy+80h0tHYaruvkM1Li11ejOm4K4jpYMrt+KrSloW73t3W7bSvmkjnWQ1R5VNpw1ZHlYGbp2qbntPtcrdDrp02vT7Cx53XMZ2JufG7Zdphy64yKp7Vdh+jbNnutMsbbLwut8zdTstC9rvbwVqp/Uy1k3vBuB12ueePew5v4ag5gSsUajYqIiIicUvyOxQiIiLHkRBRdwZ7QO9QiIiISNwVgiSuUOiRh4iIiMRNdyhEREQS5QR+5OFxHCeerB8Tzc3NZGRkAI9i3l4G8wbw+cArmLed38e8SezFvEnsDnUcJPK2OETeDHeHTt5GZKjyoTas25IjB/Mmd8But5PI2+JDMW8eu3E9jRlWvcPGtxXzprwX86bz+Ki0bAPPcJMcJwgDfOZF+S2YBioDgDKYfOrveOX9f+bSUa+ytGYSD35uRN5O5z7eZxRfZQUjWccCbmQFX6W+OYfgEwMiQ2FvAq7HtB5wG8esw7yZ7g717SfSEqMa0yqhEdO6wou5aLx2fYtdjp1PwbS2IGDKwpNplrlvL3sxw39nZZqWLy1b7TGrjorclktBOdREDRHPes5wPGz2nEt4CGUvEHKP90Zb/sPsMdqBaXFwOpHhtaNb8mTbDBfbbQebQnCHW3/CBv06dn0Ac4ztcWq0b/lnYYYQfxioA35to91CZBjzh6BirIdK5zle/NebTMsNt2x9mJYmJZjlPpv0QlscGzAtOPpjymyz/TyNSOOCGkz79xTMsOitmJYodNhAbgsH91x3D2J4fHdbZtsOstxrlw8i0iJhF5FhrquJXF9uS40hwHYiw52nEhnyeheRodDd68p94z+6RVVzVLxEfR9q07UHc13twZyIY+0+sYXkDnm+0+4fm5ZqIr8dO224gTYdbr69Nk63R8FCzO+Cm/+hNlxl1PpCE3fpcHO8PgYuwvwssRXTQsTdbqfdl1vmDTb90fnsoGurFV9U2sYTaZHjpjnHpskdynynLYO/YFquNBMZ6tttxeYOaZ5j0+IOSe6WWfTxdodad69xtwXIeiLXltt6xd02lchvY6ZNi9sSLzqf0cf6DCIntzusfHQroVQiQ5u7rX6ihzl3y2O4DX89TU1NhzWCZ0+E/y6d2gQpceyjsxn+lnFE03qk6JGHiIiIxE2PPERERBIlBByIY/t4tj3GVKEQERFJlE7ie4ciiSsUeuQhIiIicdMdChERkUQJEd+/6kl8hyLJKxQDiLS+2Emk9cUezBvAW+28F/PW8xmYN3/r7Xc/kcEQqu2ymzBvh7t9xldj3hJ233ZOxbzRvAiYbtdfaNOxGtO6YDWRN6xX2/CYdA0thm2nm7fxnQ44NwDbhptWAinAGT4zZsNKYCKwD/PGPrCRUr4+6nnu59+7tPAASPHM4o21sGykydET3mU0deTxQOBB3v/xKNJoo6a9gKaVuTA0BENTYKXHtBwYjxnSYS9wAaZVwW6bphGY23gjgD9jGkIE7bJGzDgUHxMZfyOEyVcNsDvTvDy/2x4Gv10ftG/yBwFPsWndEn4LHMJvhtcE7Q7dt8OH05+3ifTjjx0/Ypg9BsVEBsNwW3wMxRzzBsxb4C2YN9DdMSnsgAueYeBsBXKgZRdQiG98I23BNA7Q16YvaqyHRux+tsLuICwaBu9gWl9A7JAJQ23ZAqN4nxe5yZTZBuAUzGmUh9m+EHMOFNrtlwFl9vsfMWOalNpk19r9uS/GO0Eo9cEHQSjwQaPbQsZnLpdGd9wDtyyybdm4rZF22HJ0d7gjKmwm5hqptmHcTLo/Iz4ib9nvwrSsGW7DNpsyMwNbEGkhVU2k1YnbCsUd0+MMIm/07yRyTTXYMLZlVLjFyvmY34Ltdht3bB63dcA2G94dC8JtHTAI0/qilMi4HDmY3w+ItCIJYq71SiItVOqjwmPDFZpsNgJX2+BsxJyjbqswd79uq5hBmGPhtr5w81lo8+O3YS+3Yaoxv1Fbo8Kfj/m9CWJai+yy5XIGplWFewzX221zMMcuYL9vtokdFBXWbeHTYfPqHl83/+5YSNuiwmfbOKvtp1tG7pRt07o+Kn3uAERBG6d7zrjhz7DHyB3bI8emKTUqXH1U2t3WHz6br085alShEBERkbh1cMJWKPQOhYiIiMRNdyhEREQS5QDxtfJIuq4mI1ShEBERSZQQ5h25nkriCoUeeYiIiEjcEn6HoqKiggcffDBmWU5ODnV1dQA4jsODDz7If/3Xf9HY2MioUaP4+c9/zllnndXDPRZi3ibOJtIffiHm7d5iIuMMDMW89TzITi123VjMG+1b7fbVmDeK3yfy9vQou9wd16MYmErkbXcvMBj+ZRj8FugcD061TYcXCgab1gpFPvui+WDz4n16wLyxfw2mNcVeIm/4X4R5S/wkuOCSt/kmz7CLHL7Gq5w7fTOLD1UcN5h3oQH+EgI8tTzz2+/yq+v/hXP4gKy0PVx5yR+4mHeooYClWeMZE1jF27vKOLCzL5RAr7P3cWBkXzMExlbMeBRgxob4BnAW5qXxWrtuL6algt8WHZha+m5M6xXbSoU2m8/GZigIRIaJYCOcO8wOIWFbhWyDcDMHL1CQGY4vnTbI8pn9VQFfDZjWEkG7jGKzD88wcNzWBe54EdhjewaRliH2HHEGE24RQQBaggR/PcC0gAGzLDzOS7YNa8ebKCg2QcowrWb22vJZZ4MNBdaaIJ/RJzJuRz9brlfZbcbbcutvk7EXcz6k2+QXYs6NlZhTeC+mVc4m4FwgxWeOSZbPtioZaCMaaFul+MAzGJwQ5lqptwXsxTTzcVtmVNs8+oiM8eGzB+Z0IuNQhDAtpc7HHNBMWyaDiIwdYffLemCK3c+FxLSYIQDMwTSLcFsIuG/0N2BaYLhjZritpoJR4bZhruXVRMYhcbddbffjjl1xvt3eHZvEbVnhXt9Bm3a3JQg2nstsHmyaBwyDxvdtGnYRGd9iKwwcZcZ52Z0ZOSfBlrfbGsNt3bGLSEsUt5VTjl3XYeMN2HDriQzw8ldiW75stuk9g8ixHUTkHN9p0hYuP7c1jXt83RZsbuuTVLuPGzHnUYjIuEXu+Ehu6w4wGXXzk2rDu61ZINJapJLImDJuC7tSIr9cbsu8QiItktxj6LbeqCbSKqwBcz412PVuixRsWlOBkzhqdIcisc466yxqa2vDU2VlZXjdI488wmOPPcbcuXNZs2YNubm5XHbZZbS0tHxBjCIiIkmgIwFTkjoi71B4vV5yc3O7LHcchyeeeIL777+fKVOmAPD000+Tk5PDggULuO222w4aX1tbG21tbeH55ubmg4YTERGRY+OI3KHYunUr+fn5FBUVcf311/P3v/8dgKqqKurq6pgwYUI4bHp6OmPHjmXVqlWHjG/27NlkZGSEp4KCgkOGFREROWY6EzAlqYRXKEaNGsUzzzzDG2+8wa9+9Svq6uoYM2YMe/bsCb9HkZOTE7NN9DsWB3PvvffS1NQUnmpqahKdbBERkcRw4piSWMIfeZSXl4e/l5aWcsEFF3DKKafw9NNPM3r0aAA8ntg3VhzH6bIsWnp6Ounp6YlOqoiIiCTIEW822rdvX0pLS9m6dWv4vYrP342or6/vctdCREREkscRr1C0tbWxefNm8vLyKCoqIjc3lyVLloTXt7e3s3z5csaMGXOkkyIiIiJHSMIfedx9991MnjyZk08+mfr6eh566CGam5uZOnUqHo+HGTNmMGvWLIqLiykuLmbWrFn06dOHG2+8MdFJERERkaMk4RWKHTt2cMMNN7B7925OOukkRo8ezXvvvceQIUMAuOeeewgGg9x+++3hjq3efPNN/H5/D/aWSmTo4J2YzmNCmE5Q3M5P3KHMV9ttglHbu0PmPojpGGUnpmehzZgOXcAMF7yeyHDNuzDFFsJ08OO1cW6FZ1OJDAddjel4ZbAdsXkrVLmd/jRATcAs23YGrAzYl3EaICvTJP0KTGdFF4R4981xfFR2BlemvYKfFjbOPXhpfAf44G9n8MCmzaaPl09g4zdO5SZ+wIK3vm06f7LDXW+qPc/0f9MX/vzqFaYjpVpTJAcK+5q+ZwptEVVFlZnfBy9jOmNyMB1X7cH0b1Nqiy7UbPLpx3TS1GaLqaUBWj4zgWvKbOcvQcgaBh802IgGQqM7hLTtaCj0PlTtNPMt11FKJct2nw+7NwJlZshvN3zj/7MJGWQ7tXKH3nYNBMrt8XE7qFpGuMMq/3Boqbbpz4RrQkw/+XHm8L+JdGDknnc2HEHT8dQNkDajmfbdAViIWfaxLaMNhPvpOpcPTGdVG2w5noPphKoA0+fT0KjkFtpduUOUj7DJrSYyYvafsJ0nWS22rP22wy5Pph0e3mc2dobasnU7DcLmwx3O3e1ECLujTMwBdjsHG0Jk2O1mTEdY2+zn5sixYBTmOrHng2eKPc+9dh9+m+Fym4lSzLWTiTkB3c6ccqLS6XbUVEhkeOogkc6iMjEdJA2y3wsxnTlVYq7xoC2gPUQ6gApGfbodfbncDrwKgZdsmm1nZo3rMefQGXbfmwl3+rQHE2Zzpj3uu4h0MrDaxrE5al/uEODuwd8ale8GW7Y+IsPBn0FkqPfojqm2ExkCHCJDtrvcIcjd4eBTiRxHd53b2ZebluU2/81RZT4oqsyw8wG7/5Atp1Ibj3vssu3+zsAc76GYY9GAOT7nR6U3hDk33N/aoUSGonePSbP97p5Hg4h0auaWk7v935EjL+EVioULF37heo/HQ0VFBRUVFYnetYiIyDEWb+9UyduzlQYHExERSZiQneLZPjlpcDARERGJm+5QiIiIJIweeYiIiEjc9MhDREREpMd0h0JERCRhQsT32EJ3KERERCT8DkU80+GbPXs25513Hn6/n+zsbK666iq2bNkSE+bmm2/G4/HETO7YWomkCoWIiEiSWr58OdOmTeO9995jyZIlhEIhJkyYwL59+2LCXX755dTW1oan1157LeFp0SMPERGRhDm6L2W+/vrrMfPz5s0jOzubdevWcfHFF4eXp6enhwfoPFJ0h0JERCRh3HcoejqZCkVzc3PM1NbWdlh7b2pqAiAzMzNm+bJly8jOzubUU0/l1ltvpb6+Pr5sHkSSVyg6iPSRD6b/+0xMn+5uf/Zun/k+zA0ZN6zbJ389ZkyOXTbM/8OMX1Bql9sxJOgg0if9crv96qipxW632sbVALwAvA/O+zYNq22YbZgxAFJNWAdMv/PvmzE1ngCex3R3f6m5idT0XC7PrriVy1jKAqeCB+Z1LY1BN8A2hppdNwEZsIir+Yw+kWEC8mzx3AAMxoy1sYPIuBBgxphos1lswYzfMcAHWXZ8gBxsmm24Rht2BxCqNvnyAy1BM15HC9C4g/CYDpSZcnDsmA973R3nYI5hg4msNGCXn4EZS+A6YCOrGAPeTCL99bvjrKzGHLdhRGr5xZhzYbUt962Y86AQM7aAO47DLrOfFuy6TDPOxnwvAz332HFH3DS6+/MSHvPCb8ozO7OeIaf+1RzHUsznQFvOdpiCDzxvQm+7rh9QQ+Sfmixgol2XFVXGm+yyN4CRNsxVdhk2HoAUbJ4+M3nxDI+EAcw5HrJhgpjjUUjkZuUwm/BMWy5DbXh3XAkv5prAfrrlnGnLJdNuX0xkgJFhZp3jpq0Qc23l2HDriYzJ0Yy51i7EjBlSihkYI0hkfI4A9kDZ7TKjtmsAbiQy9sMuzDWejTn2O4lcg7uI/Ga4P74X2nSdT+R3wx0XyI8Z48cdw8Jrw/ps+EzMwc6Bxo0mn6XA2h123WAiv0t/sdtGj6UBkTFTAjatbtqqiYxf4Y6PssuG89ltKm1YN1zQptlvl7v73vW5T6LyMSRqnzttmbthU4kdw8P9Lc20ZeWO8+Kz5VRJZCwSt2x2ReXBHWfHjWdbVPggcLXNHzb/HUTG7ghhxg3x2jBD7LrtRMac2RV1vM7h6AklYIKCggIyMjLC0+zZs790z47jMHPmTC666CJKSkrCy8vLy3n++ed56623ePTRR1mzZg2XXHLJYVdSDpceeYiIiBxnampqCAQC4fn09PQv3eaOO+5g48aNrFy5Mmb5ddddF/5eUlLCyJEjGTJkCK+++ipTpkxJWJpVoRAREUmYxPSUGQgEYioUX2b69OksXryYFStWMHjw4C8Mm5eXx5AhQ9i6dWsc6exKFQoREZGEObovZTqOw/Tp01m0aBHLli2jqKjoS7fZs2cPNTU15OXl9TSRB5Xk71CIiIicuKZNm8Zzzz3HggUL8Pv91NXVUVdXRzAYBKC1tZW7776bd999l+rqapYtW8bkyZPJysri6quvTmhadIdCREQkYY5uT5lPPvkkAGVlZTHL582bx80330xKSgqVlZU888wz7N27l7y8PMaNG8cLL7yA3+8/SIw9pwqFiIhIwhz9Rx5fxOfz8cYbb8SRnsOnRx4iIiISN92hEBERSZjEtPJIRqpQiIiIJMzRfeRxPNEjDxEREYmb7lCIiIgkzNFt5XE8SfIKRTbwd0xf7dlE+n1PxRxQtz96t5/6oF3vDsCSapcX2nBumEJM3/GFNrzXzg/H9E9/ftS2bl/3RH0P2O/1mH7ri+20AzzDosY08JllvA/eUZBXbnbzHLAUuAC4F5gLab9upjSzkv/F49z0yIs8+IOupfHgb2H6715hawgW2GUPXPgTPlh5Bi3f9fPnTyaSd2UNn7X7aPprLpzjwFCP6Rq/P+azxiZrM6b7+xqgADPexgeYsQmG2sj32s9Cm43BQEqhGbfCC7AHnIApD+9gE2+LHUPCX2i/B8x+G7HlVmy2Y6ApC4JEBiKpBoZxFXezLnShPYbucQEYbz83YsaP2GHnfZjxQM6wy0I2ge4YFe5AJnuIGW/hFGAS8ABm+JG33bEqCiP7dcc7+SAI9/vYsWYodNroqu26dUROIdcmmxSvLfvfAwOAEcBa4GVb/uU2OSU27DlEjsn7NktuFmvt5wAfNA40YXbY+Bv3gD8TWtz0byRy3r4CXG7LYyuR66ADcw532MQPxZzP7vrhmBPldBvuTzaMO74GNoH2OGcBu4OYcSzc8XaqbSbd8SwaoqYhNox7PfuIjPOQiRm3ASLX0iDMdbze5tG9HodirtsOm093jIpmIuNTuNs22HBu/txj3oAZiyI7Kv+Dbb5T7T6H2wLfihl3ZiukFNtw64lcOGWYsWWG2njc36cAMNbGucumCSLjiUBkjA8w444UYn4sttq0ZUaFcctpkE1jIeakybTzmXY/7hhHbj7/auPejDl+lZgL32e/n445V9x0YPOwzW73V5s3Nw0+u87No/s7HT0OCZiLyf0tDxEZg8WNIxgVbweR884dX8Rv81Vpt3OX+zDX9tFy4j7ySPIKhYiIyPHkxH0pU+9QiIiISNx0h0JERCRhTtw7FKpQiIiIJMyJ+w6FHnmIiIhI3HSHQkREJGHUbFRERETipkceIiIiIj2mOxQiIiIJ00F8f1rVyuMYacT05LYH02veEEwvbW7PcNuI9Bbn2kmkh7o9mN7V1hPpNS4HUyw+TG9r9cBy4EZMr2uDML37ud932e9eIr3Pub0L2h4C2UO4pzhnPab3vUGYXiFtPKFqOK0QaprhfwdMEt8AlgFZ0H53gHUTL+S167Zw6j1b4AebDloimS9BZhE8UA+/uuRfGMeNbOE0ah8rgn5Qu7XI7LYO2OAxvS6eg+mZcQNwEabHxT1AG6bXx2o7ZRHp7fFjTAeAezGdAzZuhcZi09tjkXt4AuAPmN4iQ0FodXv8C0Irdid9oLHZll8m8FmkXFqCttdHt7fFQmA9flpsD5W250SP3Z+zHjzDwWmwx9QPvITpva8j6vj+BRhl99lgl/swPRi6vTUWRnq8xB4+tkWF8QEhaKm24Sth7xRzvCCybVWDyddQID0qvlpMuVSbaPgqkQ4BIdID5kr76QVSMJ1ajrTxj7LHYYuNy12+AxjqM8kdYOOnOGrnzXZhs42k0pZXyB6DZhtuuM3zGbb8thPpeTFkyoihmB4V3fBn2Ey58Wwm3IuhH8jLhEq3p9k/2XDu9ZdJpGfM6F4xo39g3d4t3d4S3WtoiF2+1KbDLdihtnDc697tDXMbMJnI9ZsKTAFesPPRvTg2m/Sz1a5zl71vt6u2aXPT6/aYWWyuIS8QGhoV5/uYXh7/gunddT3mHE3F/NbkEPl9Cdp9Be2yTJvv4VH7C0Ydu0qbzyF2f27a3G5Vh9qw0b1W7sKcB+8T6UF4a1Q53kKk99KhtuzcvETv0+1i1+0Zc5BNa479dHuudHv1jO7hdBuR3lDdnj6bMb+lfvs5NKpc3PS4vXdm23y65VFo054aVU5Hix55iIiIiPRYkt+hEBEROZ6olYeIiIjE7cR95KEKhYiISMJ0YF54imf75KR3KERERCRuSXmHwnEc+y0I7MO0DNgf9RmMWu/OO/Z7dLiUqHCfRX2m289WG//+qO9uOG/UfIhIK490Ire8gnYfrTbcAUwdbp9d1mw/U034ULNZdsBu7n52AO0mio7mIK10sv8QZdMclexgczsh9nGAFtjfbJLSFlUsHZhWAe3204nar2OXHXAL/XPLo+cdIvlxorZx590ydjo+973F7rDFll+z/W7LgQ4bzn1z2wu0sr+5HRz3zfd99rtNg9Nsy7cXpvnHZzbOfVH7+Syq7ENRx6Y5Ng0HTJD9AAeao7Zz44v+/pnZt5v36DLAa+Y7iRy3jubYY4wt1w6b9E47uevaiZyu7vI2G96JWh59bDjId1oxb8a757ObL6+NtLedd8O65Rey4b1R82557bPhP1/WrVHb9TJl2OnG6yVyvbnXTVpUWj6z27lhiFqe6hZiVD7cON3r270u9xG5hj+Lyp97TUfH7ZZF9PXtXq/u8v3E/lZ4PzcfjMq3PcYORFrOuOeam4Z9Udu4+9n3ufjcVhzub1l0vg8Qu383fd7PlbG7vINIotwTyj1un0XtpyMq3hZi07ffHgM3PdG/qRD5nQ1GxdMRla+UqDx9ZtPilrm7LDr/3s/t47OouKPLZX/U/GdR+3DXRf/tOJL2Ed9ji7ZEJeSo8zhHp4QTaseOHRQUFBzrZIiISBKpqalh8ODBRyTu/fv3U1RURF1dXdxx5ebmUlVVRe/evROQsqMnKSsUBw4c4NNPP8Xv9+PxeL58g39gzc3NFBQUUFNTQyAQONbJSRoqt55RufWMyq1nElVujuPQ0tJCfn4+vXoduSf9+/fvp729Pe540tLSkq4yAUn6yKNXr15HrJaZrAKBgH6oekDl1jMqt55RufVMIsotIyMjQak5tN69eydlRSBR9FKmiIiIxE0VChEREYmbKhRJLj09nQceeID09PQvDyxhKreeUbn1jMqtZ1RuySUpX8oUERGR44vuUIiIiEjcVKEQERGRuKlCISIiInFThUJERETipgqFiIiIxE0ViiT3i1/8gqKiInr37s2IESN45513jnWSjqkVK1YwefJk8vPz8Xg8vPzyyzHrHcehoqKC/Px8fD4fZWVlfPjhhzFh2tramD59OllZWfTt25crr7ySHTt2HMVcHF2zZ8/mvPPOw+/3k52dzVVXXcWWLVtiwqjcunryyScZNmxYuBfHCy64gD/96U/h9SqzLzd79mw8Hg8zZswIL1O5JTFHktbChQud1NRU51e/+pXz0UcfOXfeeafTt29fZ/v27cc6acfMa6+95tx///3Oiy++6ADOokWLYtY//PDDjt/vd1588UWnsrLSue6665y8vDynubk5HOZ73/ueM2jQIGfJkiXO+vXrnXHjxjlnn322EwqFjnJujo6JEyc68+bNczZt2uRs2LDBueKKK5yTTz7ZaW1tDYdRuXW1ePFi59VXX3W2bNnibNmyxbnvvvuc1NRUZ9OmTY7jqMy+zOrVq53CwkJn2LBhzp133hlernJLXqpQJLHzzz/f+d73vhez7PTTT3d++MMfHqMUHV8+X6E4cOCAk5ub6zz88MPhZfv373cyMjKc//zP/3Qcx3H27t3rpKamOgsXLgyH2blzp9OrVy/n9ddfP2ppP5bq6+sdwFm+fLnjOCq37hgwYIDz61//WmX2JVpaWpzi4mJnyZIlztixY8MVCpVbctMjjyTV3t7OunXrmDBhQszyCRMmsGrVqmOUquNbVVUVdXV1MWWWnp7O2LFjw2W2bt06Ojo6YsLk5+dTUlJywpRrU1MTAJmZmYDK7XB0dnaycOFC9u3bxwUXXKAy+xLTpk3jiiuuYPz48THLVW7JLSlHGxXYvXs3nZ2d5OTkxCzPycmhrq7uGKXq+OaWy8HKbPv27eEwaWlpDBgwoEuYE6FcHcdh5syZXHTRRZSUlAAqty9SWVnJBRdcwP79++nXrx+LFi3izDPPDP9hU5l1tXDhQtavX8+aNWu6rNO5ltxUoUhyHo8nZt5xnC7LJFZPyuxEKdc77riDjRs3snLlyi7rVG5dnXbaaWzYsIG9e/fy4osvMnXqVJYvXx5erzKLVVNTw5133smbb775hcN8q9ySkx55JKmsrCxSUlK61Mjr6+u71O7FyM3NBfjCMsvNzaW9vZ3GxsZDhvlHNX36dBYvXszbb7/N4MGDw8tVboeWlpbG0KFDGTlyJLNnz+bss8/mZz/7mcrsENatW0d9fT0jRozA6/Xi9XpZvnw5//f//l+8Xm843yq35KQKRZJKS0tjxIgRLFmyJGb5kiVLGDNmzDFK1fGtqKiI3NzcmDJrb29n+fLl4TIbMWIEqampMWFqa2vZtGnTP2y5Oo7DHXfcwUsvvcRbb71FUVFRzHqV2+FzHIe2tjaV2SFceumlVFZWsmHDhvA0cuRIbrrpJjZs2MBXvvIVlVsyOzbvgkoiuM1Gn3rqKeejjz5yZsyY4fTt29eprq4+1kk7ZlpaWpwPPvjA+eCDDxzAeeyxx5wPPvgg3JT24YcfdjIyMpyXXnrJqaysdG644YaDNkkbPHiws3TpUmf9+vXOJZdc8g/dJO373/++k5GR4Sxbtsypra0NT5999lk4jMqtq3vvvddZsWKFU1VV5WzcuNG57777nF69ejlvvvmm4zgqs8MV3crDcVRuyUwViiT385//3BkyZIiTlpbmDB8+PNzU70T19ttvO0CXaerUqY7jmGZpDzzwgJObm+ukp6c7F198sVNZWRkTRzAYdO644w4nMzPT8fl8zqRJk5xPPvnkGOTm6DhYeQHOvHnzwmFUbl19+9vfDl97J510knPppZeGKxOOozI7XJ+vUKjckpfHcRzn2NwbERERkX8UeodCRERE4qYKhYiIiMRNFQoRERGJmyoUIiIiEjdVKERERCRuqlCIiIhI3FShEBERkbipQiEiIiJxU4VCRERE4qYKhYiIiMRNFQoRERGJ2/8PJg9J+yG8S3MAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gaussian_offset(x, a1, b1, c1, d1):\n",
    "    return a1 * np.exp(-((x - b1) ** 2) / (c1 ** 2)) + d1\n",
    "\n",
    "files = ['RL', 'RR', 'LL', 'LR']\n",
    "Ts = [14, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 250, 296]\n",
    "Rcoeffs = [1.133, 1.121]\n",
    "\n",
    "plt.figure()\n",
    "plt.title(\"LL\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "EsVH = np.zeros((16, 990))\n",
    "dataVH = np.zeros((16, 990))\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'LL{T}K.txt'\n",
    "    data = np.loadtxt(filename)\n",
    "    plt.plot(data[26:, 0], data[26:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataVH[num, :] = data[26:26 + 990, 1]\n",
    "    EsVH[num, :] = data[26:26 + 990, 0]\n",
    "plt.ylim([20, 1000])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsVH[0, :], Ts)\n",
    "plt.pcolormesh(X, Y, dataVH, shading='auto', cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.clim([10, 50])\n",
    "plt.title(\"LL Intensity Map\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.title(\"RR\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "EsHV = np.zeros((16, 990))\n",
    "dataHV = np.zeros((16, 990))\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'RR{T}K.txt'\n",
    "    data = np.loadtxt(filename)\n",
    "    plt.plot(data[26:, 0], data[26:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataHV[num, :] = data[26:26 + 990, 1]\n",
    "    EsHV[num, :] = data[26:26 + 990, 0]\n",
    "plt.ylim([20, 1000])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsHV[0, :], Ts)\n",
    "plt.pcolormesh(X, Y, dataHV, shading='auto', cmap='jet')\n",
    "plt.colorbar()\n",
    "plt.clim([10, 200])\n",
    "plt.title(\"RR Intensity Map\")\n",
    "plt.show()\n",
    "\n",
    "# Offset Calculation\n",
    "offsetsVH = np.zeros(16)\n",
    "offsetsHV = np.zeros(16)\n",
    "\n",
    "for num in range(len(Ts)):\n",
    "    EsVHfit2 = EsVH[num, :]\n",
    "    dataVHfit2 = dataVH[num, :]\n",
    "    EsHVfit2 = EsHV[num, :]\n",
    "    dataHVfit2 = dataHV[num, :]\n",
    "    \n",
    "    EsHVfit2[dataHVfit2 > 10000] = 300\n",
    "    dataHVfit2[dataHVfit2 > 10000] = 0\n",
    "    EsVHfit2[dataVHfit2 > 10000] = 300\n",
    "    dataVHfit2[dataVHfit2 > 10000] = 0\n",
    "    \n",
    "    popt_VH, _ = curve_fit(gaussian_offset, EsVHfit2, dataVHfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsVH[num] = popt_VH[1]\n",
    "    \n",
    "    plt.figure(22)\n",
    "    plt.plot(EsVHfit2, dataVHfit2, 'o')\n",
    "    plt.plot(np.linspace(-10, 10, 100), gaussian_offset(np.linspace(-10, 10, 100), *popt_VH))\n",
    "    plt.xlim([-10, 10])\n",
    "    \n",
    "    popt_HV, _ = curve_fit(gaussian_offset, EsHVfit2, dataHVfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsHV[num] = popt_HV[1]\n",
    "    \n",
    "    plt.figure(23)\n",
    "    plt.plot(EsHVfit2, dataHVfit2, 'o')\n",
    "    plt.plot(np.linspace(-10, 10, 100), gaussian_offset(np.linspace(-10, 10, 100), *popt_HV))\n",
    "    plt.xlim([-10, 10])\n",
    "    \n",
    "offsets = (offsetsHV + offsetsVH) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "956f4030",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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D9JRYzU2O8ct5XICBQEABgH7ij/O4AAOFRzwAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1hg50BQAA6A9t7Ua7jhzXsZNn5YwI1ZSkKAUOCRjoaqETBBQAwGWvtLpBT7xxSA3us551sY5QrZyfrPSU2AGsGTrDIx4AwGWttLpB967d5xVOJMnlPqt71+5TaXXDANUMl0JAAQBcttrajZ5445BMB9surHvijUNqa++oBAaSTwElPz9fkydPVkREhJxOpzIyMlRTU+NV5ujRo8rMzFRcXJzCw8OVnp6uurq6i/a1c+dOzZ49W8OGDdOVV16pWbNm6cyZM707GwAAvmHXkeMX9Zx8k5HU4D6rXUeO91+l0C0+BZSKigplZWWpsrJSZWVlam1tVVpampqamiRJxhhlZGTo8OHDKi4u1v79+5WYmKg5c+Z4ykjnw0l6errS0tK0a9cu7d69W9nZ2RoyhA4dAEDfOXay83DSk3LoPwHGmB73a33xxRdyOp2qqKjQjBkzVFtbqzFjxqi6ulrjxo2TJLW1tcnpdGr16tVasmSJJOmmm27S3Llz9eSTT/bouI2NjXI4HHK73YqMjOxp9QEAl7mdH32pn/66ssty6++5SdOuG94PNRrcfLl/96rLwu12S5KioqIkSc3NzZKk0NBQT5nAwEAFBwdrx44dkqRjx47p/fffl9Pp1PTp0zVixAjNnDnTs70jzc3Namxs9FoAAOjKlKQoxTpC1dnLxAE6/zbPlKSo/qwWuqHHAcUYo9zcXKWmpiolJUWSNHbsWCUmJiovL08nTpxQS0uLVq1aJZfLpYaG86OkDx8+LEl6/PHHdc8996i0tFQTJkzQzTff3OFYFen82BeHw+FZEhISelptAMAgEjgkQCvnJ0vSRSHlwueV85OZD8VCPQ4o2dnZOnjwoNavX+9ZFxQUpE2bNqm2tlZRUVEKDw9XeXm55s2bp8DAQElSe3u7JGnp0qW666679P3vf1/PPPOMxowZo9/85jcdHisvL09ut9uz1NfX97TaAIBBJj0lVgV3TFCMI9RrfYwjVAV3TGAeFEv1aKK2nJwclZSUaPv27YqPj/faNnHiRB04cEBut1stLS2Kjo7W1KlTNWnSJElSbOz5CyE5Odnre9dff70++eSTDo8XEhKikJCQnlQVAAClp8RqbnIMM8n6EZ8CijFGOTk5KioqUnl5uZKSkjot63A4JEl1dXXas2ePZ0Dstddeq7i4uIteT66trdW8efN8rT8AAN0SOCSAgbB+xKeAkpWVpXXr1qm4uFgRERFyuVySzoeRsLAwSdLGjRsVHR2tkSNHqqqqSvfff78yMjKUlpYmSQoICNBDDz2klStXavz48fre976nV155RX/605/0+uuv9/HpAQAAf+RTQCkoKJAkzZo1y2t9YWGhMjMzJUkNDQ3Kzc3V0aNHFRsbqzvvvFOPPfaYV/nly5fr7NmzWrFihY4fP67x48errKxM1113Xc/PBAAAXDZ6NQ/KQGEeFAAA/E+/zYMCAADwXSCgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANbxKaDk5+dr8uTJioiIkNPpVEZGhmpqarzKHD16VJmZmYqLi1N4eLjS09NVV1fX4f6MMZo3b54CAgK0ZcuWHp8EAAC4vPgUUCoqKpSVlaXKykqVlZWptbVVaWlpampqknQ+cGRkZOjw4cMqLi7W/v37lZiYqDlz5njKfNOvfvUrBQQE9M2ZAACAy8ZQXwqXlpZ6fS4sLJTT6dTevXs1Y8YM1dXVqbKyUtXV1Ro3bpwk6cUXX5TT6dT69eu1ZMkSz3f/+Mc/as2aNdq9e7diY2P74FQAAMDloldjUNxutyQpKipKktTc3CxJCg0N9ZQJDAxUcHCwduzY4Vl3+vRp/fSnP9Xzzz+vmJiYLo/T3NysxsZGrwUAAFy+ehxQjDHKzc1VamqqUlJSJEljx45VYmKi8vLydOLECbW0tGjVqlVyuVxqaGjwfHfFihWaPn26FixY0K1j5efny+FweJaEhISeVhsAAPiBHgeU7OxsHTx4UOvXr/esCwoK0qZNm1RbW6uoqCiFh4ervLxc8+bNU2BgoCSppKRE27Zt069+9atuHysvL09ut9uz1NfX97TaAADAD/g0BuWCnJwclZSUaPv27YqPj/faNnHiRB04cEBut1stLS2Kjo7W1KlTNWnSJEnStm3b9NFHH+nKK6/0+t7f/M3f6Ac/+IHKy8svOl5ISIhCQkJ6UlUAAOCHAowxpruFjTHKyclRUVGRysvLNXr06C6/U1dXp7Fjx+r3v/+90tLS5HK59Oc//9mrzA033KBnn31W8+fPV1JSUpf7bGxslMPhkNvtVmRkZHerDwAABpAv92+felCysrK0bt06FRcXKyIiQi6XS5LkcDgUFhYmSdq4caOio6M1cuRIVVVV6f7771dGRobS0tIkSTExMR0OjB05cmS3wgkAALj8+RRQCgoKJEmzZs3yWl9YWKjMzExJUkNDg3Jzc3X06FHFxsbqzjvv1GOPPdYnlQUAAIODT494bMEjHgAA/I8v929+iwcAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwjk8BJT8/X5MnT1ZERIScTqcyMjJUU1PjVebo0aPKzMxUXFycwsPDlZ6errq6Os/248ePKycnR2PGjFF4eLhGjhypf/zHf5Tb7e6bMwIAAH7Pp4BSUVGhrKwsVVZWqqysTK2trUpLS1NTU5MkyRijjIwMHT58WMXFxdq/f78SExM1Z84cT5nPP/9cn3/+uZ566ilVVVXp5ZdfVmlpqe6+++6+PzsAAOCXAowxpqdf/uKLL+R0OlVRUaEZM2aotrZWY8aMUXV1tcaNGydJamtrk9Pp1OrVq7VkyZIO97Nx40bdcccdampq0tChQ7s8bmNjoxwOh9xutyIjI3tafQAA0I98uX/3agzKhccyUVFRkqTm5mZJUmhoqKdMYGCggoODtWPHjkvuJzIystNw0tzcrMbGRq8FAABcvnocUIwxys3NVWpqqlJSUiRJY8eOVWJiovLy8nTixAm1tLRo1apVcrlcamho6HA/X375pZ588kktXbq002Pl5+fL4XB4loSEhJ5WGwAA+IEeP+LJysrSm2++qR07dig+Pt6zfu/evbr77rv1xz/+UYGBgZozZ46GDDmfg7Zu3eq1j8bGRqWlpemqq65SSUmJgoKCOjxWc3Ozp3fmwvcSEhJ4xAMAgB/x5RFP1wM+OpCTk6OSkhJt377dK5xI0sSJE3XgwAG53W61tLQoOjpaU6dO1aRJk7zKnTx5Uunp6briiitUVFTUaTiRpJCQEIWEhPSkqgAAwA/59IjHGKPs7Gxt3rxZ27ZtU1JSUqdlHQ6HoqOjVVdXpz179mjBggWebRd6ToKDg1VSUuI1ZgUAAMCnHpSsrCytW7dOxcXFioiIkMvlknQ+jISFhUk6/0ZOdHS0Ro4cqaqqKt1///3KyMhQWlqapPM9J2lpaTp9+rTWrl3rNeg1OjpagYGBfXl+AADAD/kUUAoKCiRJs2bN8lpfWFiozMxMSVJDQ4Nyc3N19OhRxcbG6s4779Rjjz3mKbt37169//77kqRRo0Z57efIkSO69tprfTwFAABwuenVPCgDhXlQAADwP/02DwoAAMB3gYACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWMengJKfn6/JkycrIiJCTqdTGRkZqqmp8Spz9OhRZWZmKi4uTuHh4UpPT1ddXZ1XmebmZuXk5Ojqq6/WsGHD9KMf/Uiffvpp788GAABcFnwKKBUVFcrKylJlZaXKysrU2tqqtLQ0NTU1SZKMMcrIyNDhw4dVXFys/fv3KzExUXPmzPGUkaTly5erqKhIGzZs0I4dO3Tq1Cnddtttamtr69uzAwAAfinAGGN6+uUvvvhCTqdTFRUVmjFjhmprazVmzBhVV1dr3LhxkqS2tjY5nU6tXr1aS5YskdvtVnR0tH77299q4cKFkqTPP/9cCQkJ2rp1q2655ZYuj9vY2CiHwyG3263IyMieVh8AAPQjX+7fvRqD4na7JUlRUVGSzj+6kaTQ0FBPmcDAQAUHB2vHjh2SpL179+rcuXNKS0vzlImLi1NKSoree++9Do/T3NysxsZGrwUAAFy+ehxQjDHKzc1VamqqUlJSJEljx45VYmKi8vLydOLECbW0tGjVqlVyuVxqaGiQJLlcLgUHB+uqq67y2t+IESPkcrk6PFZ+fr4cDodnSUhI6Gm1AQCAH+hxQMnOztbBgwe1fv16z7qgoCBt2rRJtbW1ioqKUnh4uMrLyzVv3jwFBgZecn/GGAUEBHS4LS8vT26327PU19f3tNoAAMAPDO3Jl3JyclRSUqLt27crPj7ea9vEiRN14MABud1utbS0KDo6WlOnTtWkSZMkSTExMWppadGJEye8elGOHTum6dOnd3i8kJAQhYSE9KSqAADAD/nUg2KMUXZ2tjZv3qxt27YpKSmp07IOh0PR0dGqq6vTnj17tGDBAknnA0xQUJDKyso8ZRsaGlRdXd1pQAEAAIOLTz0oWVlZWrdunYqLixUREeEZM+JwOBQWFiZJ2rhxo6KjozVy5EhVVVXp/vvvV0ZGhmdQrMPh0N13360HHnhAw4cPV1RUlB588EHdcMMNmjNnTh+fHgAA8Ec+BZSCggJJ0qxZs7zWFxYWKjMzU9L53pDc3FwdPXpUsbGxuvPOO/XYY495lX/mmWc0dOhQ/eQnP9GZM2d088036+WXX+5ynAoAABgcejUPykBhHhQAAPxPv82DAgAALi+nW1p17cNv6tqH39TpltYBqwcBBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIBHW7vx/HnXkeNen/sTAQUAAEiSSqsbNGdNhedzZuFupa7eptLqhn6vCwEFAACotLpB967dp6ONzV7rXe6zunftvn4PKT4FlPz8fE2ePFkRERFyOp3KyMhQTU2NV5lTp04pOztb8fHxCgsL0/XXX6+CggKvMi6XS4sWLVJMTIyGDRumCRMm6PXXX+/92QAAAJ+1tRs98cYhdfQw58K6J9441K+Pe3wKKBUVFcrKylJlZaXKysrU2tqqtLQ0NTU1ecqsWLFCpaWlWrt2rT788EOtWLFCOTk5Ki4u9pRZtGiRampqVFJSoqqqKt1+++1auHCh9u/f33dnBgAAumXXkeNqcJ/tdLuR1OA+q11HjvdbnXwKKKWlpcrMzNS4ceM0fvx4FRYW6pNPPtHevXs9ZXbu3KnFixdr1qxZuvbaa/UP//APGj9+vPbs2eNVJicnR1OmTNFf/MVf6NFHH9WVV16pffv29d2ZAQCAbjl2svNw0pNyfaFXY1DcbrckKSoqyrMuNTVVJSUl+uyzz2SM0TvvvKPa2lrdcsstXmVee+01HT9+XO3t7dqwYYOam5s1a9asDo/T3NysxsZGrwUAAPQNZ0Ron5brCz0OKMYY5ebmKjU1VSkpKZ71zz33nJKTkxUfH6/g4GClp6frxRdfVGpqqqfMa6+9ptbWVg0fPlwhISFaunSpioqKdN1113V4rPz8fDkcDs+SkJDQ02oDAIBvmZIUpVhHqAI62R4gKdYRqilJUZ2U6Hs9DijZ2dk6ePCg1q9f77X+ueeeU2VlpUpKSrR37149/fTTuu+++/T22297yjz66KM6ceKE3n77be3Zs0e5ubn68Y9/rKqqqg6PlZeXJ7fb7Vnq6+t7Wm0AAPAtgUMCtHJ+siRdFFIufF45P1mBQzqLMH0vwBjj85DcnJwcbdmyRdu3b1dSUpJn/ZkzZ+RwOFRUVKQf/vCHnvVLlizRp59+qtLSUn300UcaNWqUqqurNW7cOE+ZOXPmaNSoUXrppZe6PH5jY6McDofcbrciIyN9rT4AAOhAaXWDVpZ84PWqcawjVCvnJys9JbbX+/fl/j3Ulx0bY5STk6OioiKVl5d7hRNJOnfunM6dO6chQ7w7ZgIDA9Xe3i5JOn36tCRdsgwAAOh/6Smx+qtRV+uGx/8gSXr5rsn6wejofu05ucCngJKVlaV169apuLhYERERcrlckiSHw6GwsDBFRkZq5syZeuihhxQWFqbExERVVFTo1Vdf1Zo1ayRJY8eO1ahRo7R06VI99dRTGj58uLZs2aKysjL97ne/6/szBAAA3fbNMDIlKWpAwonkY0C5MOHat9+2KSwsVGZmpiRpw4YNysvL09///d/r+PHjSkxM1L/+679q2bJlkqSgoCBt3bpVDz/8sObPn69Tp05p1KhReuWVV3Trrbf2/owAAIDf8/kRT1diYmJUWFh4yTKjR4/Wpk2bfDk0AAAYRPgtHgAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgnaEDXQEAAGCP8OCh+njVDwe6GvSgAAAA+xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACs41NAyc/P1+TJkxURESGn06mMjAzV1NR4lTl16pSys7MVHx+vsLAwXX/99SooKLhoXzt37tTs2bM1bNgwXXnllZo1a5bOnDnTu7MBAACXBZ8CSkVFhbKyslRZWamysjK1trYqLS1NTU1NnjIrVqxQaWmp1q5dqw8//FArVqxQTk6OiouLPWV27typ9PR0paWladeuXdq9e7eys7M1ZAgdOgAAQAowxpiefvmLL76Q0+lURUWFZsyYIUlKSUnRwoUL9dhjj3nKTZw4UbfeequefPJJSdJNN92kuXPnej77qrGxUQ6HQ263W5GRkT2tPgAA6Ee+3L971WXhdrslSVFRUZ51qampKikp0WeffSZjjN555x3V1tbqlltukSQdO3ZM77//vpxOp6ZPn64RI0Zo5syZ2rFjR6fHaW5uVmNjo9cCAAAuXz0OKMYY5ebmKjU1VSkpKZ71zz33nJKTkxUfH6/g4GClp6frxRdfVGpqqiTp8OHDkqTHH39c99xzj0pLSzVhwgTdfPPNqqur6/BY+fn5cjgcniUhIaGn1QYAAH6gxwElOztbBw8e1Pr1673WP/fcc6qsrFRJSYn27t2rp59+Wvfdd5/efvttSVJ7e7skaenSpbrrrrv0/e9/X88884zGjBmj3/zmNx0eKy8vT26327PU19f3tNoAAMAP9OjXjHNyclRSUqLt27crPj7es/7MmTN65JFHVFRUpB/+8PwvId544406cOCAnnrqKc2ZM0exsbGSpOTkZK99Xn/99frkk086PF5ISIhCQkJ6UlUAAOCHfOpBMcYoOztbmzdv1rZt25SUlOS1/dy5czp37txFb+MEBgZ6ek6uvfZaxcXFXfR6cm1trRITE3tyDgAA4DLjUw9KVlaW1q1bp+LiYkVERMjlckmSHA6HwsLCFBkZqZkzZ+qhhx5SWFiYEhMTVVFRoVdffVVr1qyRJAUEBOihhx7SypUrNX78eH3ve9/TK6+8oj/96U96/fXXu1WPCy8eMVgWAAD/ceG+3a0XiI0PJHW4FBYWeso0NDSYzMxMExcXZ0JDQ82YMWPM008/bdrb2732lZ+fb+Lj4014eLiZNm2aeffdd7tdj/r6+k7rwsLCwsLCwmL3Ul9f3+W9vlfzoAyU9vZ21dTUKDk5WfX19cyF4qPGxkYlJCTQdj1E+/UO7dc7tF/v0H6909v2M8bo5MmTiouL63Jy1h4Nkh1oQ4YM0TXXXCNJioyM5CLrIdqud2i/3qH9eof26x3ar3d6034Oh6Nb5ZhbHgAAWIeAAgAArOO3ASUkJEQrV65kfpQeoO16h/brHdqvd2i/3qH9eqc/288vB8kCAIDLm9/2oAAAgMsXAQUAAFiHgAIAAKxDQAEAANYhoAAAAOv4ZUB58cUXlZSUpNDQUE2cOFHvvvvuQFfJSo8//rgCAgK8lpiYGM92Y4wef/xxxcXFKSwsTLNmzdIHH3wwgDUeWNu3b9f8+fMVFxengIAAbdmyxWt7d9qrublZOTk5uvrqqzVs2DD96Ec/0qefftqPZzFwumq/zMzMi67Hm266yavMYG2//Px8TZ48WREREXI6ncrIyLjoF9+5/jrXnfbj+utcQUGBbrzxRs/ssNOmTdPvf/97z/aBuvb8LqC89tprWr58uf75n/9Z+/fv1w9+8APNmzdPn3zyyUBXzUrjxo1TQ0ODZ6mqqvJs++Uvf6k1a9bo+eef1+7duxUTE6O5c+fq5MmTA1jjgdPU1KTx48fr+eef73B7d9pr+fLlKioq0oYNG7Rjxw6dOnVKt912m9ra2vrrNAZMV+0nSenp6V7X49atW722D9b2q6ioUFZWliorK1VWVqbW1lalpaWpqanJU4brr3PdaT+J668z8fHxWrVqlfbs2aM9e/Zo9uzZWrBggSeEDNi11+2fELbElClTzLJly7zWjR071jz88MMDVCN7rVy50owfP77Dbe3t7SYmJsasWrXKs+7s2bPG4XCYl156qZ9qaC9JpqioyPO5O+311VdfmaCgILNhwwZPmc8++8wMGTLElJaW9lvdbfDt9jPGmMWLF5sFCxZ0+h3a72vHjh0zkkxFRYUxhuvPV99uP2O4/nx11VVXmf/8z/8c0GvPr3pQWlpatHfvXqWlpXmtT0tL03vvvTdAtbJbXV2d4uLilJSUpL/927/V4cOHJUlHjhyRy+XyasuQkBDNnDmTtuxAd9pr7969OnfunFeZuLg4paSk0Kb/q7y8XE6nU3/5l3+pe+65R8eOHfNso/2+5na7JUlRUVGSuP589e32u4Drr2ttbW3asGGDmpqaNG3atAG99vwqoPz5z39WW1ubRowY4bV+xIgRcrlcA1Qre02dOlWvvvqq3nrrLf3617+Wy+XS9OnT9eWXX3rai7bsnu60l8vlUnBwsK666qpOywxm8+bN03//939r27Ztevrpp7V7927Nnj1bzc3Nkmi/C4wxys3NVWpqqlJSUiRx/fmio/aTuP66UlVVpSuuuEIhISFatmyZioqKlJycPKDX3tAef3MABQQEeH02xly0Duf/QV5www03aNq0abruuuv0yiuveAaH0Za+6Ul70abnLVy40PPnlJQUTZo0SYmJiXrzzTd1++23d/q9wdZ+2dnZOnjwoHbs2HHRNq6/rnXWflx/lzZmzBgdOHBAX331lTZt2qTFixeroqLCs30grj2/6kG5+uqrFRgYeFEiO3bs2EXpDhcbNmyYbrjhBtXV1Xne5qEtu6c77RUTE6OWlhadOHGi0zL4WmxsrBITE1VXVyeJ9pOknJwclZSU6J133lF8fLxnPddf93TWfh3h+vMWHBysUaNGadKkScrPz9f48eP17LPPDui151cBJTg4WBMnTlRZWZnX+rKyMk2fPn2AauU/mpub9eGHHyo2NlZJSUmKiYnxasuWlhZVVFTQlh3oTntNnDhRQUFBXmUaGhpUXV1Nm3bgyy+/VH19vWJjYyUN7vYzxig7O1ubN2/Wtm3blJSU5LWd6+/Sumq/jnD9XZoxRs3NzQN77fV4eO0A2bBhgwkKCjL/9V//ZQ4dOmSWL19uhg0bZj7++OOBrpp1HnjgAVNeXm4OHz5sKisrzW233WYiIiI8bbVq1SrjcDjM5s2bTVVVlfnpT39qYmNjTWNj4wDXfGCcPHnS7N+/3+zfv99IMmvWrDH79+83//M//2OM6V57LVu2zMTHx5u3337b7Nu3z8yePduMHz/etLa2DtRp9ZtLtd/JkyfNAw88YN577z1z5MgR884775hp06aZa665hvYzxtx7773G4XCY8vJy09DQ4FlOnz7tKcP117mu2o/r79Ly8vLM9u3bzZEjR8zBgwfNI488YoYMGWL+8Ic/GGMG7trzu4BijDEvvPCCSUxMNMHBwWbChAler5LhawsXLjSxsbEmKCjIxMXFmdtvv9188MEHnu3t7e1m5cqVJiYmxoSEhJgZM2aYqqqqAazxwHrnnXeMpIuWxYsXG2O6115nzpwx2dnZJioqyoSFhZnbbrvNfPLJJwNwNv3vUu13+vRpk5aWZqKjo01QUJAZOXKkWbx48UVtM1jbr6N2k2QKCws9Zbj+OtdV+3H9XdrPfvYzzz01Ojra3HzzzZ5wYszAXXsBxhjT8/4XAACAvudXY1AAAMDgQEABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOv8f4teyP1a+C1HAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XDyEpCbGiQnJYN5tBoUBYsADF7bfbbYcspmRkZDqDLh9ua4y7uzuJiYmkpKRwxRVXAJK1KDQ01FKmsLDQYl0KCQlBr9dTWlpqZU0qLCxk9OjRzR5Ho9GgadKDlZFpL6LJBHv3Im7YgPjff/Dff2DPkhkSAuecgzB8OMLQoZIlxc+vw9olCALC//0f4oQJmG+8EdautS5gNCK0cJ+0WHdcnH3HcA8PqK6WhJjR2HIlJhOkpkJqKuIvv1hvM5sRp0/H9Prr0nXz9UXw9QVfX8T0dFixQjpGK2JKRkZG5lToViJJp9Nx+PBhxowZQ2xsLCEhIaxcuZLBgwcDoNfrWbduHXPnzgVg6NChqNVqVq5cybT63nBeXh4HDhzg9ddf77LzkDmzEY1G2LkTcd06xHXrJFHU1K9NrZY+DQYIC0NYvhzFsGGd31hACA9HePZZxKYiyWyWREp7LDEJCZKVqCHoJEjxmQ4fhrAw6XqUliIePox46aXW5QQBrr1WGprLyoLCQigttS+qjh6VFrAvysxmxDvuwOzlhXDVVfKMOxkZGafSpSJp1qxZXHrppURFRVFYWMjLL79MRUUFN998M4Ig8OCDD/Lqq6+SkJBAQkICr776Km5ubtxwww0AeHt7c/vtt/PII4/g7++Pn58fs2bNIjExkYkTJ3blqcmcQYgmE+Jff8GKFYgpKbB9O1RVWRfy8oJzz5WclGtrYeFCqczgwSj+/hshMLBrGl+P0LMnoh1RQ48e7asvIgJhwQIpnIHJBEolwvz5J4e+fHzAxwchNhaznXJNLT9idjbmqKjWZ9ppNCeHLi07i4jTpiGGhCBcfTXCtGmSxU6plIflZGRkTg2xC7n22mvF0NBQUa1Wi2FhYeJVV10lHjx40LLdbDaLzz//vBgSEiJqNBpx7Nix4v79+63qqK2tFe+9917Rz89PdHV1FS+55BLx+PHjbWpHeXm5CIjl5eVOOS+Z0xuzySSa9+4VTW+/LRovu0w0urqKRrBefH1F4yWXiKbXXxdNW7aIppoa0fTJJ6JRoThZpkcP0Vxa2tWnY8H02WeiUamU2qZUiqbPPjvlOs1ZWaJ5zRrRnJV1yuWats/48ceiecMG0fTyy6Jx0iTR6OZm+z00LE2/o9BQ0Th+/MnvQ6FwyvnKyMh0Lzr6/S2nJUGOk3S2I4oiHDkiJYhdvVry3WnqhNwe2pkepCMRs7OlIbYePbpVuxpoqX2iXg87dmB+4w1Yvtx+Be7ukqO4wWC7rRt+HzIyMqfGGR8nSUamsxFFEY4dQ1yzBlavlj7z8qwLqdXSUlPT/gM1OCZ3o5eyEBHRrdrTlJbaJ7i4wOjRKH/+WUrEe+iQFNPp4EFJ3G7ZIjmNN4fJhHjokCySZGRkHEa2JCFbks50LKJo7VpYu1b6zMqyLqTRQN++kgUiOfmkE7G7uySUGt8mSiXCvn1SMMeGY+TkICYm2joyy5aLTkOsqYGNGxFXr0b8+2/7ee3UarjkEoRp0xDGjUNoNHPWoWPIPk4yMt2Kjn5/yyIJWSSdTjjykrIMn61fD+vXS59NRZFaDdHRkqXHHklJCDNmIFx3HeLSpa06HgOYFy50qJxM52D64AN44AFr4dqUhASE886DMWMQxoxpMaWKeeFCxDvvdCiOk4yMTOcgi6ROQBZJpwfm999HfOABm/g4ol4Pu3YhbtyIuHGjNCW/qMh6Z5UKhg+HPn2ktBm5ubBsme1BbrgBxSOPIAwZYrXaUV+e7u7zc7bR+PsQ6+oQb7sNNmxofoeICEksjRmDcM45UnDPwkLMy5bBgw9al5UthTIyXY4skjoBWSR1X8Tycimv2Zdfwr//2hZwc5OiWLdkLRgwQBJJBw7YRn9ugmLNGoTzzjulNst0b8SffsI8c6YkpBUKGDFCype3f79kBWxM07AJTRk7FsUzz0i57xSKjm24jIyMDbJI6gQ6SyTJ/gzN0/ja4OWF+OuviMuWwZ9/2p+p1F58fCApSTrOJ5/Y+BrJloGzA7GoCPHee6XfWFMEofV4TU2Ji0O44w6EW29FCA52+F6XnwkyMqeGLJI6geYusjMfYG3xZzhTHpyOnofVtYHWe++NufVWKW1FZSUcOwb79tn6HwE89xyKm2+G2FiLz4nsQ9R5GLKz0aek4JKQgLob/abNn3yCeNddthsiImDKFIRevaT/9++XAoo2HcZtikIhCfCjR1tNmyL7OMnInDqySOoE7F1kZz7AzKmpiD17WvdOBQFmzkQYPBghLg7i4iAyEvHLL53+4HR2r9aRcvaun3D99dIss8OHpQzx+/ZJL5Pjx1s+gehoyfojilJ8HLO55cjN0dEOzzKTfYg6ntKFC8lr9FsIXbAA324iBsQ1azCPH2+zXli9GsX559usN+/fL1k3CwsRDx+Woq+3JpxAmiigUEj3fYOlqq6uyUEFhC++QJgyBSEkxLqdZ0jHSUbG2cgiqRNoepHb+qJtDvHIEcQFCxA/+8w2t5c9lEpbn4hTHAJyVOy1u9ybbyJceKGUe6u0FLGkREpA+vzz7Wqvhdtuk7LTDx2KEBBgWe2IqDmTLETd1QLjKJV//EHWxRdbr1QqScjI6Bbnc6r3uiiKkJMjTRzYtQtx+XLYu/fUGxYeLv32k5LgxAnEDz6QLU5nMF0lgs+EYeEOd5fpkDjepxlNw5qbV6+2n/pg4EDR9PLLonnrVtFsNFr2N2dliebVq6XPujrR9O23ovG885pPoQCiURBE4y23iMaLLhKNvXuLRo2m+bKzZonmqqo2n5dp3z7pOE3rc3cXjZ6eJxd3d/vHdbRcexYXF9EYGSkaR460baNS2Wqai9ZwNF1Gd6bk00/FgwqFeBDEgwqFWHIapdXQpaSIWddeK7XdzlK1Zk1XN9GCM9O1mLOyrFPTNNzrffuKRg+P1u+Llp4DjeozffWVaC4stHv8hmeRzOmB6dNPuyR9jumzz1o8rlmvF80FBVJaoMbl5s9vts6u+P3JaUk6AYcsSU3x8YHzz5dmV337rVRWEKTggw3JTxUKuOgiFDNmIOblSb4PzVg3RLMZcedOxJEj7R/X0xPhxhul2D0DB0r72FH3YnEx4vLliN9/DytXOu7b0xk88wyK8eOhXz+EoCDL6jPJ8uMsqlat4vikSdYrFQp6ZGTgEhnZ7no72jJlzM+n6MUXKf3005MBOZsiCPTIzDyl83A2zhx2be73LIqiFHri0CHEQ4cQf/4Z1q07tYb7+UGvXjBkiDRz87PPWvWFgu5tGTgdaK8FRhRFyMyEnTsRd+xA/O8/KWRJYxQKFJmZHfq9NPuO691ben+VlrYcvT46Gnr2RIiPlyYtxMUh7tuH+PLLne53Kw+3dQLN+iQ1ftC9+CL4+iKuWgWrV0NZWfMVhoRIYub22xEavQjaM1TElVfCnj3WQQ9HjJDi/Xz1leUHyU03QX6+NE2+uZcTSELu0UcRALG0VDqPvDzbG7Ut9O0rnVN8PMTHI8TFYd61C557rkX/ocbIvkESpooKimbPpuSdd+wKXHWPHgTMmoXXDTeg9PRsU93FH35Iwf33O9U3qEF0KUNCqPjmG4rnzZMiXwMeF11E0Jw51G7fTl7Db7qe4Hfewf+BB07p2N2ZtsbVEsPDEXQ6SElBPHZM8t3LyJB89o4ebX9DAgPB21tafH0hIAAKC6VnGEjPg7ffRnHPPQgqOUuVQ/6WH3+MeO+9J8XAww8jXHSRbV1//IE4b97JDnTfvtIzuri49YaMHIni008R+vc/1VOyi3n1asQJEzqkbguCAPfeizBokOR3Gx8P4eGIX3zhVL9bWSR1Ai3ObrPzoBNNJti5E/OCBbBwoU19wqpVCOPHS2LFZJI+jUZpKnvDZ+NFr5cWnQ70esScHKm34ed3Mg7Q/v1SoMRDh1qfntzwsGtJLLWGUgnBwdISHo4QFib9wNPSYMkSx3sLsvBxCFEUqfjuOwoeeQRj0zxydhDc3fG+4QZ8Z8zAdehQGwuRuaqK2u3bqV63jrrt26ndvRuTnXpdevdG6e+PwsND+s51OkSjEVGvR6yrQ3B3R+HqKvnpuLmhcHVFcHND4eaGLiWF6j//tPk9aocMIeitt/BoFG/KkJ2NPjWV6tWrOfHSS6BQEPXHH3hMmXLK1+5Mx/TZZzBjxskO0Q03IERFIWZmSi/07GzJefxUQ2W4uYGHhxRstWFxdwc3N4T6T9zdwdUVtFrps+FvjQZBo5HS+zQsLi7Solaf/GxYVKqTfyuV0v9KZbPRzk+Vdk02eewxSdikp0NamuRrmZIiicxTQa2GxESEoUMR4+PhqafsW/wFAeH//g9h9myE6OhTO2YjxLo6zLfcAkuXWm9QKBC++gqhZ09JUPv5IVZWIsbF2fjsCd9+K1mcGq7N7t1SOqfWUKttf6en6Hcri6ROoOEilyQk4NUw/VwU7X82LA3ip7TUtsL2xFnpSFxdpYebn5/Us/T1RfD1BX9/qWfp74/g7y+ZgmtqJIfRfv2aDY4nix/nojt0iLx776VmzRoA1PHxhLz/Psbc3JMWGKWS4LfeArOZ0vnz0R85Ytlf4e+PuXHvVKU6NYHsBASNBlVICKrQUFRhYahjYnCJiUEVHU35559T+csvKLy9id2yBU3v3l3a1tOB1u45MTsbc1QUNjNoL7tMuqdLS6VkwMXFUFLSiS1vI4JgEUwoFNJnw6JQnFzX8HfDjMGmn43/LiuTnOsbiIyUnn2NOqbU1sKJE+1vt0YjtasBk0mquyk9ekgdz8bP1vx8SXw1EB0tDXU1tEcQICwMoqKkd09trfRM12ja3k6dTupoV1babuvZUwqn0pT8fGtrZs+e0DTnoU4nJZhuSnDwyevbdDZnYyIiICbG+ho6SEV2Nn5pabJI6kgsIgno8HjbCoV1j6qht9V4aeiJ1ffQ0GgQtFqpJ+fqKlmyPvrI+oHY0AuIjQUvL6kXWP8pm9G7H4bsbOr27aPy118p++wzMBoRtFoCnn4a/1mzUGi1AOiOHqV67VrEujpMBQXojhxBn5qK/sgRxJYeOg0IAgoPDxS+vhjthFrQDByIqahIsl454VGg8PLC7MhMzobmabV4TZuGJjERTa9eaPr1Qx0TI0evbgeO+Pa16G95xx1SQEy9XnqJVlZKQ6fV1ZLQqq6Wlro6y0tPrK2V/tbpbJfGVnKDQVrXYFXvTr6SMqc1FYAfyCKpI2kQSWW//46Xh4d1T6Rpj8VOj0YsLJRM3nFxUi+voeejUp1c6v931sNfdnY+fSldsIC8mTOtRIn7pZfi/8ADmIqL0e3bR93evegOHMCQkdF8RQoFysBATAUFNpuC33kH7xtvROnra/nNlS5caGWZCp0/3+KTZK6tpW7vXsq//ZbS996zqc/j0kvR9O+P0tcXpa8votlM/l132ZjhEzIyUAYGYszPx5iXhzE3F2NODvqMDAyNFlML1gzB3R1N375o+/dH078/2kGD0A4ahNLPr5UrK9Muv8dhw05aAXr3RrFoEcKIER3bTrP5pOtBg1W+sWtCg7W+8dLEmm/+6Sd49VVpvSDAgw8ixMYiHjkiDf0cPWo/sGwDWq1kOQkNlXy2/vrLertCgfDppydDkNTfr+aVK+Hjj08Of86cicKOf4951SqYP/9kuRkz7JZrqXMiiiLs3SulZcrOtt4oCPDhhygahUhpDvOqVZJriMkEkZEIjz5qE4vLGYjFxZLlKSQEwd/ffltWr4YFC05elxEjJPeS3NyTheLiJOvShg0nv9+pUyVDwb59kjWsvpMoi6RO4HTN3SYPe50eiKKIPjmZqpUrqfz1V2pWrbIpI2i1zVqGlAEBaPr2RdO3Ly69e+OSkIBLjx64xMRgLCwkxU6cn+biEDX4Brn06NHsdkfra0l0tYaprIzK338n9/bbQadDnZCAwtUVfXKylLDYDqrISLSDB6MdNAjXoUPRJiWhDgtz6Hgy1jR9dogrVmCeMUN6wdX74wgvvCD5GXVV+5rxIRJLSxE3bUK89NL2WT8VCoRduxAGDLDygWpLx7OzE16b//0XceJE2w2BgQg33YQwbRoMH27j0yXq9YgPPID4ySfSiquuQvHllwgeHu1uizOw+f2JIqxbhzh/PuKPPzrmXxcQAKNHU7FihSySOprTVSTJdD8aHKgVPj7oDx2i8p9/qP7rL0wOOHsKrq5oEhPRDhiAduBAaQiqb19UgYEt7ncqYuVU62tNdLVGxfLlZF95JQAhH3+M7/Tp6FNT0R08iO7AAerqrWqGtDS7+6tCQ9EmJUmiafhwXIcPR9VMD1amZcTiYsT770f85htpRd++CHPnSk7bnRhs0MqBWhCk9DCentKkkfT0lmcWBwTAOecgJCUhDB0KQ4dKeSCdLH46G4fC0kRHI0ydijBtGmJICGzbhvjaa7Bjh+QE/tJLCE891WHO8c5CLCrC/MwzkrWpKUOGIFx7LcKkSTBwIIJCQdkHH+B7332ySOpIZJEk4wyK33mHgoceavuOgkD0mjW4nXsuQjscF+HUxUpH19cSRa++StHTT4NKRfjXX6MKDLSJ42SqqJCGIPfsoXbXLup27kR38KD9MAnx8bjWCybXkSPRDh6MoossIqcj4s8/Y54503oWlyDAzTejuOwyy8wnfH2lsCjffSeJkFOc0i2Wl2P+4gtw5B4KDLRNB3OGpx+ysXR98AFCaCjismWIK1acjM/XFK0WxQ8/IDSNfN+NaUskfHl2WycgiySZ9mDW6ajbvZvazZup+PlnajdssFtO0Ggka8fIkbgOG4b+2DFJFNTHkDpVy8/pjiiK5Pzvf1R8++3JlQoFoR9/jO+dd9rdx5CdTd3+/Yg6HYbjx6UwB9u2obcXU0itRtOvH+5jx0rfwciRknN4O3rUp3uaGEcx79uHWB+0ts0oFAjLlyNMmiRNOGmETXDFigrEFSsQly2Dv/+WnLztcc89KCZPlnxVYmMR3N3PSr/MZsPS1NbCX39hXrQIVqyw3qkTglN2BI5+v7JI6gRkkSTTGqIoYszKombLFmo3b6Z2yxbqdu1q1n+mgdCFC/H5v/+zmWHYmZaa0wFdSgppPXvarBfc3FD6+1scxpV+fhiLiqjduNHi0OkzfTpeV18tOZQrFBgyMtAfOkTFjz+i27fP7vGUwcG4jRyJ66hRuI4ciSo0FGNOjo34EUURU0kJhrQ0ShcupOzTTy3HDXjuOfwffhilnWeGo2Kqu4qu5hL/0qePJO7rczW26DuiUknR9ZOSYOhQyMlBnDPn5DDagAGSg3XjqfI9ekBamrWv0RluIXImzX1vijVrEBrFLTtdcOT7lUVSJyCLJJmmmKurqd25k9otW6jdupXazZvtBnkUXF2lXpw9ulEi1+5O9Zo1ZNp7KTsZhZ8f5rKyFn07XBITUYeGYiwowHDsWKshDZQBAajj4nCJj8clLg5DTg7ljaLhBzz3HF5XXWWzX8VPP3HixRedGgHdWTgy3CGKIuLRo4h9+9peTz8/x+Mx9e6NMG2atPTrd1ZaiJyFs5Kzn07IIqkTkEXS2UlDL14dF4dYXS2Jofqlbv9+qzQaAKhU0syqkSPR9O1L2ZdfUrd1KwABTz+NOjqavEb5+c72YbS20Nysupg1axC0WkwlJZhKS6nZsoXSd9+12V8dHw8GA6bSUsz2AuWdIoKnJ2IH1GtFNxPVjooVe+WE226Tpt835Cj75x/JgbgJwsKFCLfeajsrS7YQtZuzTWTKIqkTkEXS2YMoihiOH+fE3LmUffxxi2VVYWEWHxa3UaPQDhmCws2N2l27yL7ySgzHj6Pw8CDsyy8tlgJ5GK39ODKrzpEQBaLBQN2hQxwbMsS6nEKB38MPSzF2SksxlZaiT0+3PySnVNqK5KYoFMRs3YpCpUKfno4+PZ2aDRuoauoTAih8fRFcXCz/i3o9ZjvR+qPXrMG9Gw2LOGuq+9lo4ehKziaRKYukTkAWSacHbfXfaBBEdbt3U7dzJ7U7dlC3YwemZtIPqGNjcZ8wAY8LLsB1xAi7xyhbsoS8O+5ArKvDJSGByOXL0fTte8rnJiPhiMh0NETBqYiuHkePYiopsbIu2nUKVyjQ9OmDduhQtEOHoo6MJPvqq218appaiOweF4j+91/cO2HYsSs42ywcMp2DLJI6AVkkdX9KFy4kr1Hyyab+G6Jej+7IEXT79lG9YQN127ejT0+X/E/aiDo+Ho9Jk3CfNAn3889H6euLPiODgkcfpfKHHwApw33411+j9PFx0hnKtAVHLXbOFF2m0lIq//yTmtWrMWRlodu/334y4sa5GwUBvwceIOCJJ1AFBzd/3HqUwcHErFmDpk8fB67C6cfZZOGQ6RxkkdQJyCKp+yKKIpW//kr2FVfYRNdVRUUhuLhgrqrCVFRkf3ikIWFm41k4Wq1tskVBQDt0KHW7d1vXo1Cgio7GeOyYZZXHxRcTuWKFnF/sDKK9w6SG3FzJSrlzJ3X18ZuMjdMrNEIZGCgFC01MRNO/P5rERJTe3hjz81H6+5P7f/9H3Z49Z7xQkpFxJrJI6gRkkdQxtHcatCiK1G7cSMlnn1H9++/NDo+1BcHdHc9LL8Vr2jQ8LriA8m++sWs9MFVUULN2LVUrV1K9ahX65GTbyrqZg+3pQnV2NpUpKXgmJOB+Bl87Y34+dXv3SsO8e/ZQt2ePNFTXzKNWFRGBpk8f1HFxVP3+O8bsbBQBAcSsX4/2NBFK3TWUgcyZjyySOoHOEklny4NEFEWK33qLwsces8SU8b3rLrymTrXEu1HUJ0kteecdTsyebXmBKPz9MZeXS0kuW0E7eDAKX18QRcxVVejS06UEi00IeOEFAh59FIWbm9V6R6wH5UuXknPddTbru5uDbXcnZeFCtjQaLh25YAEJZ5E/irm6Gt2hQ1Kqlf370e3fj+7AAYz5+c3vJAi49O6NNjERdX14AZe4ONRxcagjI9sdnd3ZtDYU3h04W569ZyOySOoEOkMkteVB0lWB6Np7XENuLnU7dkhDDjt2ULNtG2YnWH9Qq1FHR+M6bBjm2lpp1lAL168tyVkdpSPqPNso3b+f3wYOtLakKBScu2QJASNH4h4ZiaJRsM2zxeIEkp+T7vBhaTl0CP3hw+iSkzE0Gt61i0qFOiICdXQ06qgoy6eg0SDq9bgOH44mMbHD83TZvT8EgZCPPsJ12DBc4uOt/Pa6QqycDiJOpv3IIqkT6OiLXHf4MOn9+tmY25UhIagCAlD6+VmsK8acHKpXrbJYYLymTcN15EibOmu3bKFi2TKpnBNu/NJPPyVv5kxLNFx7xxUNBmmK86+/WtYJGg1i44i5TsD7ttsIfOYZm9QRznTCbQsdUeeZjiiKFG7YwNH588lctgyxBcugoFTiHh2NZ3w8Jr2ewvXrLb/rs83i1IAhJ4eM8eMxHD2KwssL9wkTMOTkYCouxpiV1Wqkd0ASUpGRqEJDUYWEnFyCg0EQMNfWoh0wQPKN8vVts49dzebN5M+aRd2mTS2WU/j64hIXB4JA3c6dlu826NVX8X/kEZto9HDqYkoURXT791Px/fecePnlJg1S0CMjA5fIyDbXK9P9kEVSJ9DcRT7VG9VYUEDxu+9S8t57iNXVzmyyXYLmzsXntttQBQRYrRdFEbGuDnNVFebqammprMRUXk7d9u1U/f03tf/917GNEwR8Z8yQstrHxKAODsZUU8PxCROcbqXpiFhFcvyj5mls+VG5uZH+1VekLFhA+eHDLe7nER9PTXY25hZEtqBUcmVGxhlvUbKHsaiIzPHj0R04cHKlQoHvfffh0rMnxmPHMGRlYczLw5CbiyE1tf0HUyhODoXXd9qUfn4ovb1R+PhIn97eKLy80KekULl8Obq9e+3XJQhohwzBmJPT8nAigFKJS2ysFLE8Lg51fDyG9HRK589vs9UdQaB65UrJn/DffzEVFDR7WHV0NH4PP4zPTTeh9PV19Cq1mdNtVOB0PK4skjqBhotcnJKCl4cHoihS/s03FM6aJRUQBIJefRWv66+XblxRBLMZsf4Tsxmx/hOzGX1mJuVffUXlihXN5zYSBAKefhoEAVNFBWJFBfq0NGrWr7cpqo6NRXBzs9RvrqrCmJPT7PkI7u4otFoQBEkc1dS0mIbhVPG47DJchw9HHRYm9VpDQ6lavVq6fq0kcZWtNKc3Vr5GgKBSWaxGSjc3oq68ksgrrqB03z72v/KK5cXX4/bbCR43DsxmdGVl6AoLKdmzh5zffrM5xnm//ELEJZeclbMJa/fs4djgwV3djDYhuLlJYsvVFUGjkaxWVVUYMjLaXafC1xellxeCpycKDw+Unp4Yi4vR7drV/E5aLdp+/STrVXO4uOB5ySV4/+9/aIcOlVLRZGTgEhuLKiJCsmQ3LHDy7/r/habrG/4GyhYvpuD++y2jAsHvv4/P//0fYk0NprIyTKWlmMrKqPzpJyknYP2+gS+8gN+DDyKo1TbNNWRno09LwyU+/qS4aGRtN5WUUPL++xS/9pplnee11+I2YoRNXTVbt1K5dOnJ4774In4PPdSsZc+Qmoq6hU5i2RdfkH/33ZbzDfnoI3xuvbXd5RyloqIC36AgWSR1JA0iaSvg0dWN6WyUSpQBAba9LkEg5P33JZ8Cf3+U/v6Y6+pI79+/1UB5DTgzlo2Mc3CWv4++ooLUzz9n50MP2WxTuLigcHHBVFMjdR6cgKBUogkIQBsYiDYoCLfISDyio3GLisIjOhr36Gg8YmOtfJsaOJ19nJrLaacZMACX2FhJPPj5gUJByVtvWd+b9cl/MRqlF3JpKYbjx1v2d1IoUEVGoo6MxFxTY1+EKBQofHxQaDSYa2qkNDAd2AmTkWmJKmAEdJhIsn2inO009AgcvekVCrtlBa1WMk+7u0uzUJRKyeJkNKJwc0PQaqX1ajWCSiUtajWG3NyTZmxBwHX0aDT9+iG4uCBoNAguLig0Gur27aPy55+tMqF7XHCBJUpwzfr19iMEI1mavK68Eq9p03CfPBmFRuOwRSf0009tyjUnbNQREQ6JHkfLyZwabZlh1iAsXCMi0JeUULZvH4X//Ufx9u1UZWZiqqlp9jhmvR5zI58ZtZcXKg8PVO7ulkWp1dpYhkSzmaqMDKrS0mzqFE0m6goKqGthCEWhVuMRH49379549eqFd+/elO7fz+F58+oLnH4+Ti4JCbbPGKWSqN9/t7lnNL17ty/CuCDgdv756A4exFRQgDEzE2Nmpt32+D38MAFPPYXK39+yThRFRL0esWEov34R6+ow19Yi1tZKEy/++ovyRYsszyyPyy9H27+/tG/9YiotpeLbb22Oqxk0CEQRUaeTUrpUVkqx0ZqgCguTrFdmM6LJdPLTZEI0GE5aXepHBESjUVrfnM9c48CgMmclsiUJ2zFNuw8ShYLg119Hf+wYdTt3UrdnD2LTgIQAgkDUn3/iMWVKu9vjLAtM2ZIl5N50k836yL//xnPy5A47rkz3ozo7m5/svBx7zpyJe1QULr6+CGo1dYWF5P3zDwVr1rTvQILAud98g0/fvmgCA9EGBKCwM2zQWlsrU1Px7NGD4h07+O/GGzFVV6MNDWXAs8+i9vCgOiuL6sxMqo8fpzozk6qMDEy1tQ61b8zSpYRfcAFqT8/2nWMn05Yh6VOZ3CCKIsacHOp27qT8hx+oWLLEZt9TDX3hrMkXzp51WrliBVmXX26zXh0fj/+sWXj/738oPDwkwdTwymz8KYrU7t5N8RtvUPnTT/aFlSAQtXYt2t69EdzdEQQBQ04Oab162cz8jFq9GrG2FsOxYxgyMqjZsoVaO64Y7hdfjNu55+ISEyO5ZajVHEtKsqkv7sAB1OHhllWGnBzbyUQKBVGrViHW1WHIyECfkSGl5Fm3zua4qoQEXKKiUPr4SLMXlUrKFiywOd+gt95C5ednWWUsKaHw4Ydt6tMMHIghJ6dds6I72pIkiyTsO361dqOKRiNlixaRd8cdNvV1lxg68vR1mYZZZntffJGCf/89pboElQqvXr0IHjuWqGuuIfi880j74gu2zpiBaDIhKJWMmD/f6ZaaskOHWHv55VSmpqJ0dWXUwoXEXn+9VRnRbKb0wAGOfvQRWT//TF1hYSsnI+Ddty8Bw4cTMHw4gaNH492vH4puEnuoKc7umLRWX1c/Ozp7JmtzufQaENzd8b7hBnxnzMB16FCL47G6Rw8MKSmcmDuX6n/+sZT3uOgiXPr3l4ZAOzDHoL3vozNyG3bUcc1VVeiPHaNi+XJOPPeczb4+d96Ja1LSyVh7ej2HL76YEaIoi6SOpMXZbd34QeIIsmP02UFTvxtdSYnDs8wa09jxujFJ77xDz7vuQtkok73VsestPx3l86MvK2PDDTeQ++efAPR99FF63XMPlWlpGMrKOP7zz2R+/71lppzK3Z2Iyy4j47vvHB4uUXl64t2rF0HjxhF+4YUEjByJ2t29Q87ndOB0eHY4Uzw2Pd/gt94Cs5nS+fPRHzliKaeKjsZ4/Ljt70qpxPu66/B/7DG0Awa0qX3OFoWn+3Hb8m7N/OADYu67TxZJHcmpTCE82x4kMt2Ppr5GAcOHU7J798mp9QqF9TBBPUo3N4LHjSNw5Ej8hw8nYNgwjLW1NsNy3WUavtlkYu+zz3Jgzpxmy/gOGkTPGTOIueEGXLy8SFm40MrSNeCFF6g6doz0r76yiEGVpyfmujrMTWaiCioVAcOGETRunHSdRo/G5SxLW3S2PTvsna8oitSsX0/p/PlU/PCD3RnL3rfcQuDzz+MSE9Pp7esMuuK4jr5b5RAAncCpXuSz7UEi032oOnaMn3v0cGiigUdcHH5DhuAeFUX4RRcRcv75dqfVNxUWHTGEdioc/eQTtt51l/VKQTgZKqBJlGl7lq7qrCwOv/02KQsWYHQwhpmgVOI3dCgh559PyPnnE3jOOag9mp8P6+xZdafzLL0zhYrly8m+8kqb9d3FxeJMw5F3qyySOgE5wa1Md6Xpi1EURSqSk8n67TeyfvyR4p07m41m7dW7N8HjxhE8dizB48bh1shx06HjdvAQWnvJX7OGlXamxU9as4aQNr6odMXF7Jw1i7RFi2y2DXj+edyjoylcv56CdeuoajJ1XlCpCBg+nJDx4wkZP57AUaNQarUAHHr7bXY+8ojTIoef7bnvugung4vF2YYskjoBWSTJdDaOWAWaBmr06tePmuPHMVZWtly5IHDRzp34n2ZBCB3F3ky9UxkStDvzrx6f/v1JmDGDuBtvxFBRQf7atWT/9huF69fbhCNQqNVoQ0Mx1daiazI93dnt6y5DoGcjp4OLxdmELJI6AVkkyXQmVuJHEIi49FI84uLQl5SgLy1FX1pKTUEBVSkpLdbj4uND0NixaPz9SfvySzCbu+XwWEfg7CHBxvWhUBA4ciQlu3dbwgooXV2Jue46XENDOfDaa5bvznfQIGpzc1uM39TAxFWrCJ0woc1tS/7wQ7bfe6/Nev9hw4i59lpCJk7ENzHRMnQqD8t1PLKLRfdBFkmdgCySZDqLwv/+4++xY9sdoM538GASpk8n7IIL8IiNtfjfdOfhsY7C2efctD59WRnpixdzdP58yg8ebHV/bUgIHrGxmGprKd2zx2a7UqslZOJEQs47j+DzzsN30KBWQw6kfv45W2bOlAIetnTsoCBCJk5E4eJC+ldfycNyMmcNskjqBGSRJNPRlOzdy8G5c5udkt7c1HsrFAquysw8a0RQd0EURYo2bWLf7NnkrVxps733Aw/Q6+678UxIsIjWo59+ytaZM1t0qFd7exN0zjkEjR1L0Jgx+CclWUIsmA0Gdjz0EEc+/BCQxHHZvn0Wy1nic8+h9vQkb+VKCtatazYCujwsJ3OmI4ukTuB0Fkmyab170fj7cAsPp3DDBg689polvk9LaPz9JUfrektD0ZYtbLvrrm47y+xso62+QQ2WKY/4eFLmz+fAK68A4BoejrGyEkNFhVV5pasrASNG4DtoEHmrVlF+4AAAA196icSnnqImN9eu5cyk01G0eTMpn31Gxtdf27Rj/J9/En7BBU65BjIy3Q1ZJHUCnSmSnClq5Bkv3YumjtaagAB0rYXZFwRirr+e/k88gU+/fjZT8s/GYbTuzKn4QqV+/jlbZsxANBoJGjeOAc8/T9nevRRu2EDB+vV2fytukZGETZ5MwMiRBAwfjnffvnaT+ELzDuiuYWEM//BDIi+/3CY8gozM6Y4skjqBzhJJzhQ18oyX7oHZaKQ8OZm8VavY+dBDLZb17tePwNGjCRo9Go8ePTAbDHjJFkC7VGRnU5qSgm9CAl7d7PqcinDN/ecf1l9zDYbKSrz79GH8H38gqFRUHD1K3qpVHHrjDSkJtlptE9wSpACg/klJBAwfjt/QofgPGYJnjx4Wcd3UAd3Fxwd9SQkA4RddxLD33sMzPr7t59sF1mrZSi7jCLJI6gQ6QyRVZWTwc1yclT9Ke0WNoaqK7ffdZze2S3tixci0TnV2NiW7dyMajdQVFFC6dy9FW7ZQdvBgi061UVdfTY/p0wkYMQKNr28ntvj0Ze/Chfx9552IZjOCQsGUBQsYeAZZSEv27mXNxRdTk5ODyssLY1WVVWcn/OKLOffrrzHr9RRt2ULRpk0Ub9tG8fbtGOyEf1B5eOA3aBB+Q4bgM2AA2qAgFCoVPomJuPj6cuDVVzn0xhuYDQYUGg39n3iCfo8/jq64uEURYjYYOPjWW+x5+ulOt1bLVnIZR5FFUifQkRdZFEWyfvmFHQ88QPXx4zbb+z3+OINeesmhTOlmg4GUTz9l34svNjvleMqGDQSde+4pt/tsRldaSkVyMuXJyVQkJ5Pz11+U7dvX5npky17bqcjO5pPoaMQmFtKZGRndzqJ0KlRnZ/PvpEmUJydbbxAErszIwCMqymYfs8lExZEjFG/bxolt2yjZvZvSvXstYQqa1uMZF4dPYiLeffvi4u1N5o8/UrxtG1A/FFxcbAl2mXDnnXjExFCVnk5lejpVaWlUZWbaOp4rFFyZno5HdLSzLoUNspVcpi3k7NlDxODBskjqSDpKJBWsX8/uJ56gaPPmFsu5RUbSd9Ysetx+u92EmqLZTMayZex95hkq09IA8IyPJ3jCBNIWLpRM6/W4+Phw7rffyo6aLSCKIroTJ6g6dozKtDRpSU2lKi2NipQUh2LeAFKcnMGDibjkEsImTaLs0CG23X237Gh9Cqx98km2vvaazfprV60iph0xhrozWb/9xtpLL7VZ3xZrsNlopOLIEUp276Zk1y5K9++nbP/+ln/DCoVDaWyaQxscTO/77iP+tttwCw1tdz1NMdbWkvn99xx8/XW7IReGvfceve6997TzqzpThg27y7CrKIqU7d9P3sqV5K1cSfrq1dxpMMgiqSNxhkhq/EXqS0rY/dRT5Pz+OyD5EfR56CFcg4PZ8dBDlpdo5BVXUPjff5YHmsbfn97330+ve+/FWFNDxdGj1OblcfittyjZvRuQHlADnn+ehOnTUajVFv8IlYcH2++7jxNbtoAgMPjVV+n3+OOn3QOlNVq7UUVRlIIx5uZSm5NDTW4uNTk51GRlUZ2ZSVVmJtXHjzc7ZboBt4gIPGJiqD5+3K4FcOArr9D73nttEp6eSY7WnekXpK+qYuU993Dgq6/sbveMjGTUk0/S/5ZbULu6dmhbOouOtJjUFRVJgunAASoOH6Y8OZnyw4db7QAoXFzQBAbiHhWFW3g4x3/8sdmYXoJKReRll5EwcyahEyZIs+8ceIk2vYfLDx/m6Pz5pH/1FfrS0hbb592vHz1nzCDupptw8fGxW1934kwZNuyq82gaeDdg+HCqMjKsfse1wAyQRVJH0pJIak/6iAYEpZKEO+8k8dlnLT2upi9RU10daV9+ycHXX6cqPR2QHlRmg8Hq4aT29KTvY4/R58EHm02qadLp2HbvvaR+9hkA0VOnMurzz1tMwtnRnMoDTBRFjNXV6MvKLIH9Dr3xhnRdBIHQyZNxCwujrqCA2oIC6goKqCssxKzXO1S/a1gYnvHx0tKjBx7x8Xj16IEmIIAjH3xA8gcfYNbpbPY7G0z/nekXVLh3L79cey0lR44gKBTEX3opab/9JllIBQG1uzuGqioA3IKCSHrwQQbfdRdaH59u7eDtCJ2dTFhXWkrhhg2sveKKdgc0VajVoFBY3RtKV9eTw36CQK977qHH7bejDQxE7eODys0NQRBsXnqePXpQ2SiyvHt0NAl33IFCq2X344+fjIA+ahQlu3ZZR0C/9lopAvrcuV0iQpp7tulKSijeuZP81as52MQqKigUXNnNYp01dx76sjKKd+0i/99/OfDqq1b7dMYzsKV0QUo3N4LHjSN00iTcR40iZtQoWSR1JM2JpKbqecjcuYRNmWJJHaEvLaXy2DH2v/SSzQMn/JJLSJo3D6+EBIfaYDYaOf7jj+ybPZvyw4etNwoCF+/Zg9+AAQ7VdXT+fLbfdx9mgwGfxETO+/lnFBrNKfe2RLMZs9GI2WCQhqqOHsUtMhJNQABmvR6zTodJp8Os12PS6cj65ReOvP++RdTEXH89foMGYaypwVhdjan+01BVRV1REboTJxBNJkx1dRgqKjCUl1sNJbYFF19fXHx9cY+KwiMuDrfwcNyjo/GIjsY9Jgb3yEiUGo3VA0Lj58fhd9/l4Ny5GMrLAQg+7zwCR4/m4Ny5Z80wmjP9gow6HTWFhdQWF1uWupIS6kpL0VdWkrtlC1nr1iGazSi1WoIHD0bj7Y2huhp9VRUqjQaVVkt1QQHlGRkY61+SCrUaj7AwKjIz6xsoMPCOO+g9dSqu/v64BgTgGhDQYVYnZ4qzrrA+2hNnsddfL1lOG1lca3NyqExLozorC31pqeW+aA8tBUx1j43Ff+hQfPr1Q+XhgcrVFWNtLfryctyjonCPjMRsMJC/Zg3ZK1ZQVe92YINCwRUpKXjExNiE03CUNneMFQqirrgCFApKdu60SYTcFM+EBHrcfjvRU6fiGRfXpuO2pZwjND2P6KuvRlAqKd6500q82qOjJwntff559r34os36oW+/Ta+77kKp0QCy43an0HCRf5k4Eff6GCSmujoK1q5td53+SUm4+PmdXNHoMlsueeNLX/+3rqTEbkoD34EDUXt7S+VEUaqj6d8NdZvNGCorqUxLkx5KgmB1LG1ICGpPTzCbMZtMYDYjms2IJhNmoxHRZLJejEbMRmO7e54diaBW4xkXh3ffvvgNHUrQOedQfugQ2+67r9XeZdNerdrLy/IS8B04kMGvvUbYlCkIgnBGDaM1h766mvQ//mDXBx+QtX69zfZBM2cy5qWXcAsIACRhX5mdTXlGBuUZGZQdO0bF8eNU5eZSnZdHVW4utcXFnX0aVmh8fPAMD8cjLAyP8HA8w8PxjonBJy4O79hYvCIjreIOOSJ+zpTZd+35TRtraiSrbWGhZLktKKBgwwaOLV7cwa1tB4KAQqVCUKkQlEoEpVL6v/5vy6JQSItSib6igrr8fEsVah8flFqt1fPQbDRiqq5u8dBKrRalm5sl/EJzqD090QYHA1CZmmpZ7923L252vpOanBwrfy3vfv3sf3etuFmIJhO1+fmU7d/fYjmlqysqDw+bhM0gWeJ9+vdHaCW1TlsRTSbKDx+mJivL7vbg889HqdVa/q82GLh81SpZJHUkDSJpPnBmeDucYSiVuEdEUN1gNWgrgkDczTdbDTsaqqpI//JLG+HnGhHBkNdeI/b669vdE+0qHLVuNC7n6udH+p9/krxsGWm//YahFV8tQaHALSREEo75+Q5Z+hRqtWTd8fdH7eGBsbaW0tRUjDU1oFAQO2UKMRMn4uLujqBSoWj8MlMoJOtlvQXTbDRi0ulI+/13MuykCFG7u6N0cUFfVWU3zpDN+SiVeEVF4dezJ2ajkczVqy2Wz3Gvv078BRdQV1pqWcqOHWPTiy/ahPJozsp2ug8HOkJzvlUX796N0tWV2rw8qrOzKT90iAMvv2y9syDQ7/HHUahUFguzsboaU20tpro660+dztpaXW9xljm7OWt8kubMmcNTTz3FAw88wDvvvANIVpHZs2ezYMECSktLGTFiBB9++CH9+vWz7KfT6Zg1axbffvsttbW1TJgwgY8++oiINjyQGkTS7k8+wbPePK8rKWHnww9bv0QFgaHz5qFpbCFCmsWW9vnnlodr/G232TdD2lH3Vo7V9X/nr11L6qefWupLuPPOk9nDG8oLgrRv/WL1t0Jh+b9k1y72PPOM3fMWVCpcQ0Nxi4jALSICQ1mZVW4q/5EjUWo0ktNzVlarSTY1/v54xMfjGReHJjCQIx98YH39FAoGz5mDgOQboS8tpeLIEbsWuz6PPEL4hRfiGR+PW0QECpXKZohg+EcfEThyJMU7d1K8YwclO3dSvGtXq+1siQl//03Y5Mnt3r+raGzdQKFgxGOP0eOSS2zKpf72G1tff93yQlO6uGBq5MPlHhpKQL9+1JWWUrBzZ6vHFZRKtH5+1Db0NAWB/rfcQt/rrpOsN2FhKLVadGVl7PvsM/574QXLb8I1IICpf/5JaFJSm8/X3pBgY1RubsROmULkuHGUpaezq2HYFwjo3x9jbS0Vx487JKQcwSsmhqhx4whJSiJk6FCCBg7k0LffnhEWJ0dw1LfK2T5YVsEzGxF20UUMee01XHx9MRsMdq3jYr0Fva6oiNTPPiNr+XK71nL/ESNwj45G7e6Oyt0d0Wzm6Mcf2zzbRnz8MRp/f2sLP6A7cYLa/Hy0wcFW7w59WRnF27eT9++/1NiZHNIWBKUSTWAg2qAgtEFBGCoqLOEeQLK4N30uuvj52Vq6BIGhb71l844D6Z1YV1CANjiY2rw8UubPx1BRgeDiQtyNNxI0Zky7JwqJokjhhg2kL1mCqNej9vQkYcYMfPr3tzquvXZV1tYy+K67zmyRtH37dqZNm4aXlxfnn3++RSTNnTuXV155hUWLFtGzZ09efvll1q9fz5EjR/D09ATgrrvu4tdff2XRokX4+/vzyCOPUFJSws6dO1E6aAZsySfJ0Ru6ozOSn0o99pzfHEqo2gRBpcItPNzGoiMoFFyyfz8+fftarXfk+rU3H1Zz16Xq2DF+7tHD+nwFgd7334+60XdrqKgg+b33nBLcs6tpTTC0hkqrRanRoGvG30RQKPCJi8Ovd2803t5UZGaSv2MHxrq6Zuv0SUjAWFVFXWlps+VONf7R3oUL+bvR72vUk09i0utJXraM8oyMdtXpNOxMsz8T4z01xtFnVkc9Kz2io0n/+mv2v/giZoMBjb8/wz/6iJhp0+zup6+o4NAbb3Bo3rw2Jwh2ptiz+4x28JkFgFIJDlh01d7ehE6cSOikSYROmoRnXNwpnUdtQQEbb7rJ0rGOueEGRnz8MYaKijb5VrmGhrLvpZfI+OYbAEImTuTcxYtxDQlxqB1nvE9SVVUVQ4YM4aOPPuLll19m0KBBvPPOO4iiSFhYGA8++CCPP/44IFmNgoODmTt3LjNmzKC8vJzAwEAWL17MtddeC0Bubi6RkZH88ccfTJkyxaE2tDq77TT3RbF3I8Tfcgs12dlS8Li0NPLXrLH8SBvjiEXnVMVjR/YuO7NX2xWY9Hr+nD6dg3Z8QjzCw1G7uWE2GjHW1aGvqrIbsbkxnpGRBA0YQGBiIgH9+hHQrx9+vXvbOEDrKis5/O23bHvrLUqPHm29oU384hq4fs0aok7B+bMiO5uy1FR8evSwiA9RFMnfsYPkZcs4sHgxNfamvQsCXlFR+MbH4x0Xh6u/v2Rha2IdmPjuu1Tn5VF04ABF+/Y1K7403t64BgYCUFtU1KzgHP3ss4x47DFcunDG6ZlOyd69bLr5Zkr37gWkWb7DP/wQk05HZUoK7lFRZP/6K/tfecWSL89/+HCGzJ1LZVpal3SMT+WZFX/zzdRkZ1OZlkZVejr5q1eT8d13NvtOXLXq5IiEk85DNJs5+Prr7HnmGUSTCU1QkHRN2+IPWo+gVDLwpZfo//jjbXJ1OONF0s0334yfnx9vv/025513nkUkpaenEx8fz65duxg8eLCl/OWXX46Pjw9ffvklq1evZsKECZSUlODbKOXDwIEDueKKK5g9e7bdY+p0OnSNpq9WVFQQGRnZKQluu4rWbgRnW3Sc3b6Oqu90FsGFe/fy+803U1j/MrBCEIi76CJO7N9PRUumfEFg9LPPEjVuHEEDB+Lq79+mNtidCadQcOk33+DXsydaX1+0fn7oysv5JCam0yNpV2Rl8XFMjPXvWqHgzpQUfBrNLAJby9SU+fNthsfqysoo3LuX42vXkrtlCxXHj1Ny5EibZmGqXF2Jv/hiek+bRtxFF+Hi7n5W+C51Jia9ngOvvML+V15BNJlQeXhgrK62EepePXsyeM4cIq+80jJU1FXPBGc9s7oiYnnhpk2snzqV2txc6w317iLq+pEfAENlJSkLFth8F+N++omoK69s87E7WiTZTyfdSXz33Xfs2rWL7du322zLr59hEFzv+d9AcHAwmfXDPfn5+bi4uFgJpIYy+Y1mKDRlzpw5zQqoMxX3iIgWbxD3iAhGLlhg00tpbp/W6nN2+zqqPmcftzMwGQxsee01Ns6ejWgyoXZ3xzMykpLGKS5EkfT6YKYIAv59+hCalITJYODw0qVgNjcrBNqCV0QEUxYssBEXfeotuw1ovLzslutoQeAVGckFdo7bVCABDLz9dmKnTLGxTDVG6+ND1LhxRI0bZ1lnqK2laN8+8nfulJbt2zlx8KDd4U+FWo2xtpYjP/zAkR9+QOXqin+/fpL/lyie8b5LnYXSxYWBs2cTcfnl/HfDDVQcOWJTZvDcufR9+GGr2Y3Qdc8EZz2z2vosdwZBo0cz4qOPpPhbjRFFUubPd6gOl26a27LLLElZWVkkJSXxzz//MHDgQAArS9KmTZs455xzyM3NJbRR6Ps77riDrKws/vrrL7755htuvfVWK6sQwKRJk4iPj+eTTz6xe+yz0ZLkKKezZeVMp7qwkOSlS9n8yitUtxA52SMsjLBRowgbPpzQ4cMJHjIETaPftb0hqlPF0To74tjObJ+z0FdXU7BrF8f++YecjRspTU2lspkpzU05032XOpvcv//mXztpms70ZOCd/SxvzrcqYcYMW0vS/PlO8wc9Yy1JO3fupLCwkKFDh1rWmUwm1q9fzwcffMCReuWfn59vJZIKCwst1qWQkBD0ej2lpaVW1qTCwkJGjx7d7LE1Gg2a+kBUMtacjpaVMxGjTkfhnj3kbt1K5urV5G3dSrUd66ja3Z3QYcMIGzmS0BEjCBsxAo9W8ml5RUQ4/QXsaJ0dcWxH6Ozjuri7EzlmDJFjxljWVRcUkLdtG7lbtpC7dSt527aht+MjJppMfH/hhSTecgtho0YRPHjwGZOKpSvw7tfPxpFeUCrx7NGjC1vV8XT2s7w5C5Y9nyT/pKROtXSdCl1mSaqsrLQMmzVw66230rt3bx5//HH69etHWFgYDz30EI899hgAer2eoKAgG8ftJUuWMK1+BkNeXh4RERFOc9yWkeloRFGkNDWVvG3byNu6ldytWyncs8dqan5jPKOiGHrffcROnkxAv34onBzMTaZzMJtMHF+7lqWTJrUYqFWhUhE0cCChw4dbhLBfz54tOrfKPk7WnAmTNE4XOtsf9Ix33G5M4+E2kEIAzJkzhy+++IKEhAReffVV1q5daxMC4LfffmPRokX4+fkxa9YsiouLnRICQEamI6jMzSV/+3YyVq0iZ/NmylJTm50N1RRBoZCGYiIjO7iVMp1FY4dxFApCk5Io2LVLinLfDC5eXoQmJREybBih9YtnZCSCILBn/nz+uftuh+IznU1iSnYlODM5Y4fbHOGxxx6jtraWu+++2xJM8p9//rEIJIC3334blUrFtGnTLMEkFy1a5LBAkpHpSCpzcylocOjduZOCnTupystrd32i2UxZWposks4g7DmMV+bmsunFF9nz6aeWYSL30FCq6387+ooKMlevliKE16NQqxEUCkyN/C1Fs5m/pk/nyA8/EJiYiE9cnLTEx5P577/8c9ddZ0WwS5BdCWTaR7eyJHUVsiVJ5lQxm0yUpqZSuGcPWRs2kLdtG+UZGScjUTtAQ4LX0KQkgocOxTMigmWTJ3f6tHmZ7kPxkSNseOYZjvzwQ4cfS/5tyZyOnNWWJBmZ7oYoitQUFXHiwAGK9u+ncN8+TuzfT9GBA5YM9VYIAi71+cpaGj4BuOa334hpEuytK6bNy3Qf/Hv14orvv2fXRx+x8p57bLYH9O9PyJAheEZFoVAoqMrLY++nn7ZcaTOBPUWTifS//mLQ9Ontbu/ZNHwnc3YgW5LofEuS/CCxT3sStDqjnD1Es5mKrCxKjhyhODmZ4kOHKNi9m+LkZPTNJNVUqFQtCiHXgACiJ0wgZOhQ1j3xhMMWoq6aNi/TfbAbtLOZ30xTH6d+N96Ii4cHhXv2ULh3L4ZWMth7RkTQ4/LL6XHJJfj37o1XVJRDEZAb5w88G4bvZLoHZ5XjdlfhrIvc0kvZUFtLeUYGez75hJ0NyTYVCs6bM4dhjzxid4aSs8VUZ4iL9uLoA9Zeuf433WSVqb2utJSjP//MvoULLdd50gcfMOSuu6zqEs1mKnNzKUtLozQ1VfpMSaHkyBFKU1JazE3WkKXe1CRGlz0G3nkng2fOJGjgQMvLxpHozjIyjWnLb6Y5YS2azZSmpVG0fz8HvvyS1BUrWj2uUqPBOyYGt6AgAgcMIHjQIHzi43Hx9KQqN5eC3bvJ3rCBzH//td5REJj299/ETJzY7sSnMjKtIYukTsAZF9kqC7sg0OOyy9D6+FCWnk5ZejpVOTnN7iuoVPjExuITH29xrCxLT2fPJ584rVfWVFyMnTPHJioywOGlS1n/5JOd2hvM2byZJeecYzMEEDhgAEoXF8v/Jr2eon372n0c14AAXP39ERQKDDU1VBcUYGpBCAkKBSqtFqNe32IyYK2fHz5xcbiHhJD2++82QdJkC5GMs3D2b6ahPo/wcIw1NWSuXcvBxYsp2L3bJkFve3EPDiZ64kRiJk4kZtIkPMPDu3WH7XRAvi4nkUVSJ9Dei2yoqSFrwwZSfv6ZPQ6EXle5utr3W3GAU3GqzN+5ky+HDWsxFktHHLeBpjd0bUkJx9esIWPVKjJWrqQsLa3ddTdG4eKCQqVCNJtbFD8t1qFWYzYYHCo7ZcECek+ditbHx7JOthDJnAlU5eez89132fH++1LOMyei9vDAUFVl+X/A9Okk3nIL7iEhaH190Xh7o1Aqz8rhu5bEj9lopCIri10ffsj2efMsaWwmf/IJg+64o4ta3PXIIqkTaO0iN/xwfeLiqC4oIHPVKinGzcaNzQb8Axhw++1ET5yIT1wcvvHxGGpq7Cb5vHHjRoy1tZSmpVGenk7O5s0cX7PGpr4+11/P+Hnz8AgJcei8SlJS2PbGG+z/4gu7vjIKtdpqmM9sMtkVCPGXXsqEt9/GNz7eoeM2pqmFzTs6mvLMTGvBZs+RVBCInTIFs9GIvqICfWUldaWldqNOO0rYqFEoVCrqysqozMpCV1Zmt5ygUhE8cCAhSUmEJCXhGRHBDxdfLPsQyZx1pP76Kz9edpnN+onvvUe///s/dKWllKalUZGZydHly0n77TfLvSwolW1K/NsYu/sKApcsXoxvQgJaHx80Pj5ovLxQajROH87rapcDBIFeV1+Nq7+/ZTSiIjOzWZ/H0BEjCB892jIz1i8hAUGh6DKLU2ceVxZJnUBLF3nrm2+y9rHHmrXCeEZEED56NMnff+/QMIsjlgZ7TpoNKDUaEm+5heGzZuHbTFj9vB072Dp3Lkd+/LHZdttrX1lmJvNjY+3vIwhET5hA3xtuwCsqClNdHca6Ooy1tZZPQ02NtFRXU5mVxYnkZE40NzzWzAybtuIZGUlAv354hIbiERqKe2goHmFhFOzaxeY5c5pN5CqKIsnff88KO0OO0/7+m9jJk63WyRYimbORtjiMN5Rv6CB4hoVRU1REZXa2ZTm+bh1Hvv/eqW1UqNW4eHig1GrR+vig9fND7e6Oi4eH5VPl5oa6flG5uaFydUXt6opSq0XVsLi6onRxIe3339n44ovS80kQGD9vHgNuvRWFiwtKtRpBqXSaKDMbjeTt2MGRH35g+1tvOXSujli6XTw98QgLo+To0ZOJkz/5hIGnaHFqSfw0+Hjuev99tr7xRqclbJZFUifQcJF/uOUW3Bt8YEQRfXU1h7/5xqa8R3g4XlFReIaH4+LpCYJAyZEj5GzaZLmxwkaNwq9exIiiaBEEoihiqK5GX1GB2sMDlasriKKljCiKYDZTlpFB4e7dlmN6RUejKy+3sn64BQVJUXbrfWxMOh01hYVWs6/UHh64+vlhrK2lplHMHrWHB4JCgWg0YjIYpB5KF/0UXDw80Pj6Sg86FxfcgoPxCAvD1d9fWup9iVz9/XEPDsZkMFBbVIRvz56nlEz1VF4AZ4OFqCw7m6KUFAITEvDphucrt69zcGYHwW4HUKHgtr17UajVVOXmUp6RwYlDhyTR0B1fT4KAUq1GoVJJ1niVSprIUf+pUCotEzsEpRKFUonZbMas16Nyc0MQBMuzvK6srEVrm2dEBG5BQZLYqw+inP7HHzblgocMwVBdTW1xMXUlJXY72ACugYG4BwfjFhCAa0AALl5eCIKAvv6dpPH2xsXDw+45Fx8+TPaGDZZVPvHxqFxd0ZWXo6+sRF9R0exxe155JW71OVel6pxn+avW67lq4UJZJHUkDSLpBUDb1Y3pRghKJUoXF5QaDQqlEkNtLcaaGof2VajVeEVF2fobKRRc+88/+PXsicbLC7WHR5fmHpMtRPbZsnAhSxv5g1y7YAEju9F1kdvXuTizg+DoPde03Pi33sIjLMziy1h+7Jj9AwgCI598Es/wcKlDWlUlWbwbLN01NRhraiQLeF0dhupqaoqKqCspaTU8gkz3ow54AWSR1JE0iKR/nn4ad+1JmaSrqGDbm2/a+M8Mf/RRtN7e0pARTVRx03WCAIIg/d94W6N19j4FhUL6u9Fn46Xi+HGO/vQT+Tt22JzP+W+9ZUl82tCTserx1Pd0FI16Q5aekYuLJIzqUxw0pSw9nf9mz+bgV1/ZbAsePJi4iy8mdtIkwkaOROniclqIkLPNQtQaxzZv5t3Ro23Wj7n3XgZcdRWxo0ej0mgs6zvbYlJy/DgvxsRYD28rFDyZnExQQkKHH781yrKzmW3HQvl8RsZpbVFyJo7ecy2VK01LY9eHH7Lj7bft7usVHU3MpEnETJpE9PjxuAUEWIaL3ENDKdy1i+Rly0j/669WQ3lo/f0Z9dRT9P3f/0AUMRuNmOst8I3/Fk0my2dFVhaHly4l9ZdfbOrzTUggeOhQAvr1wzs6GkEQyFyzhv1ffGEZjeh3001E1M/6FUVR+j3V/11XWkpNYSFaf39p4kiT0QhdWRmbX33V5t0Vd8EF1JaUUJWTQ1VeXrt9xhoISEzEJzYWrZ+f1A5BYMc777RoAXTx8iJk6FCChwyRzqW4GK2/P5qmAqdRHbqKCmqLi3FtVM5sNKIrL6eksJDrli2TRVJH0tKYZnd+yWeuWcN348fbrL9+zRqizjuv2xxXFiGnB0adjtVvvsnfL77Y4oQEtasr8WPH0nPiRHSVlfzz8sudZjGpLChgwSWXkGWnc6D19mbCY49xzt1349ZoxmFnc2TVKj6eNMlm/T1r1pDQgffl2Uhz/puCSmUdtkMQ8IqMpCIry+4L3K9XL3pPm0bvadPI3bKFv2fOlJ75CgVaf39LeiGf+HjGvvIKvadOtduJNBkMpP76K3sXLODYP/80KxY641nZ2rvLpNezf9Ei/p4xw2bfIffcQ+jw4ZL48fXFpNOxdNKkNgczbThuxLnnsnfBAvYvWkRdSUl9BY38UgWBfjfeSMS559q0Jfu//zi4ZIlFPPr17ImxttbyXcqWpE7Akdlt3fEl31afmtP9uDIdx+G//+an++6jKCXF7nZBoSDx8svJ2LyZihZmGLbVYiKKIvqaGmpKSqgtLaWuooK6ykp0DUtVFYa6Oow6HYXJyRz45Rf0rQz5KtRqQvv3J2LIENz9/TEZDOgqK/EOD8c7LAyNhwdaLy80np5ovbzQennh5udHXWUlxWlpp2QR09fU8PlVV5H899822+7+91962ulcOMqZ4uPkbOy9lPtcdx1Z69eTsXIlmatWUbR/v919h9x/P4OmTyegf3+rEYHGz3z3oCD2fvopG198kZrCQkDyATpv7lz8evemNCUFlVZL2u+/s//zz60SWEeMGUP2f/85HDvN2TjTL9MZwUyNdXUc+fFHdrz7Lvnbt5/y+and3dFER3PvoUOySOpITucEt11l6erOFjYZxynNymL5Qw+x98cfAfAKCeHyt95CX1PDsobetFLJtfPnM/L22xFFkfyDBzmyahW7v/uOzK1bbepMmDCB4bfcQlDPnlQVFVGRm0tlQQGVhYVUFhRQVVhIVWEhNSUlVJeUtGi16ir84+MJ7d8fz+BgvEJC8AwOxjMkBO/wcHzCw/EMCUGpsk59WVlQwKeXXsrx7dst8boav3zc/f2Z+fffRA4d2ub2nGk+Ts6mNTGQ/OOP/HLNNTbr22J111dVsf3tt9n2xhvoKyubLecWFMSA225j4B134BMX1+2flc4QP22ludGI8HPOwS0w0PJ/TVERORs32pSb+MEH9L7mGtyCgqisrJRnt3U0p7NIgq6zdHVXC5tMy5RlZ5N/6BApa9ey4d130dfUoFAqGXPffVw4ezba+nugLDubotRUAnv0sLJcmAwGSo8fJ3PrVhbfeKNTZiAp1WpcfX0ly46nJ5r6RVAoyNy6lar6HnzYwIH0ufBC1FotuqoqakpL8QwKwtXHB9Fsxmw0UnD4MGnr11OWnW33WK4+PogNfiX1szubm5XTHIJCgVdICN4REfhFR+Pi4cGBX36hpqQErZcXt/7wA8F9+lCUmoq7vz/f3X47x7dvR+PpyZ2//Ub82LEOH0v2cTp1nGn9rikqYu0TT7D/889ttk3+5BMG3HqrVaaAhuN352dlZ7fP0e/DkXJyCIBO4HQXSTIyjrL5s89YNmOG1UMn7txzuebDDwkbMMCyzlBXx4m0NIpSUjiRkkJRairFaWkUp6dTevw45jY6fFoFBxQExtxzDyOnT8fNzw83Pz9c6qdGw8lhpZJjx/hl1ixqSkvRenkxbcEChtiJa9Uc6957j58feKBN7WzMgKuuIrR/fyoLC6kqKKA8L4/ynBwq8vJaTGTcgGdwMAHx8fjHx+MdHs7+5cspTE5GpdFw208/0feii1qtw2w288czz7BqzhybbRe++CKTnn4ahQPJZ2Wca/3uKn/QM4n2znJsWk4WSZ2ALJJkuoLO9DExm81srR+ysUIQ+L9vvqGmpISC5GQKjxyh8MgRyo4fp6VHg1qrxS82Fr+YGNz9/VG5uhI+YADhgwfjExGBR3Aw2Tt3smfZMnYvXUplQYFNHa4+PgQmJOAfH09AXBz+cXEUJCezdt48KxEXmZTEzUuXEhAX59C5Fmdnk5eSgruHB++NHGndC1UouPzNN3Hz87OsqykpYfkjj9i1iEUNG8aEJ54g8YorLGLEbDJRWVhIeU4OO5YsYcP77yOazbj5+eEdHk55djY1paWttjOoVy/izj2XoN69Ce7dm6DevfGLiUGpUiGKIof/+ovfnniC3BbyFQb17s2Exx9n6A03oGpivZCxxVkWE9kv0zk4Y5ajLJI6AVkkyXQ2neVjYtTr2bFkCStfeYXi9PQ27av18iIwIYHAnj0J6NGDgPh4yTISF4dnSIjDFowj//7LxxMntqf5IAg8k5rqsEBavXAh8xtd1wtuuol9S5bY+FY1ZcvChSxt1FvtMW4cGZs3Y6jPtRjUqxfjH3uMpBtvpKqwkMKjRzn855+sefNNAAZNncoNX36Ji6srADWlpZyot7ydSEvjRGoqRSkpFKWkUNmC47vSxQWfyEjqKiqorp9R5eLhQcKECRz67TdL+/pMmUL6xo3UlZcD4BMRwXmPPMKo6dOpLSuTHbw7ge7ua3S2IIukTkAWSTKdSUf5mJQcP86x//7DqNdTdvw4B379ldy9ezG1ksbALzaW0P79JWtGr14E9epFYM+eeAQGOiUybnPnO/PPP9FVVVGcnk5xejqZ27bZndrv6NT54uxs7m5yHIVSyZzNmzFWV9v4VtlrZ2MfrKqiIta/9x4bPviA2vpI964+PtSWl1tZncY/+iiXvPaaQ6Jx9cKFLJg+HW/AtX5dSN++GHQ6yrKymnViVyiV+MbE4B0WRsSQIcSMHIlfTAypa9aw/r33LDMOXdzdpdl/9SkhZAfvjqW7+xqdDcgiqROQRZJMZ9KcZWXwddcxftYsIoYMaVGciKJIeU4OeQcOkH/wIHkHDpC6di0lGRnN7qNQKgnq0wcXNzeOb98uveQVCqZ++CHnzJzpjNNqkaaWGnsWnVMVjwfWrOFFO34iz69ZQ79T8BOpq6xk84IFrH7jDZthQ0Gh4PnMTIfa11TEedYvNggCkUlJ+MfGUpaVRf7Bg9Q1SjXUGIVKRWBCAi5ubhSlpVHXJGmzoFDwxOHDBPfs6cCZysicfnT0+1vVehEZGRlnIYoi27/80u623d99x+7vvsM/Lo5BU6cycOpUvMPCSF27lmMbN1JTWkppRgZ5Bw40+9JsjNbHh6HXX885d91FcJ8+linrzc1a60hG3n47vadMafG4PhERXLtggY2YcrSNFY1yEzYgKBSENJMI2lG0np6c/8gjhPbvzycXXGC1TTSbKUpNbbWNoijy94cfWgnAasADsJLDgsBdK1fSa8IEq33Lc3PJP3iQ/EOHpM/6pa6igoLDh5s/rtnM3L59iR45kiHXX8+wm29GW5+bS467JCPTOrIlCdmSJNN5/P7MM6x85RVAeoGLZjMoFCTdeCOlGRkc27zZoSzfjnD3qlX0bPSyPV1oj4g7fuAAz517LjXl5VaRfN19fHg/LQ2PRo7ap9Ku9li6yvLzWTBjBjtWrLBa7wIE2Cnv6PCiKIqUZWdbLIqZW7ey94cfWt3P1dcXj8BAKXBofRTjafPnM7qZDPGymJLpzsjDbZ2ALJJkOoPVb7zBisceA2DA1VejVKvJ27+fsuxsiwNuW/EOD8c7PPzkEFo9HRlHp2H2WGhCAv7d4KVZkpvL0yNHUpyVRZ8xY5j5+efkp6Sw8O67KczIYOTUqTy0dKlT/KscGTZsQBRFNn77LZ/fdx9VJSUo1WqGXHIJO1eswGwyoQBCmuxzqt/bloUL+e7OO6FefCdefjmG2lqyd+2yxJpqDs/gYHxjYgiMjyeod29CExMpSE7mj6ef7pIglrI4k3EEWSR1ArJIknEmteXlFB09SuHRo5Yp9RmbNjUb3BCkpMf+8fGE9OtHSN++hPTrR01JCT/df79N2YtffZXEK67ALybGMpuqLS/vU6Hp7LEZCxYwvgsdg2srK3l+7Fgy9uwhrFcvXt60yWI1St2+nWdHj8ZkNHL3okWcd/PNTjmmI5ausoICPrvrLrb9/DMAsUOGcM+iRUQlJlKcnc32FSv4/J57cFco8BEEp35vzQYBNRrZv3w5a99+m4xNm9pXuSBw05Il9Dj/fLxCQpwiPO0hRxiXcRRZJHUCskjqHnRVz9HR4zYup/Xyoig1lRP1S1FqKidSUig8erTFHrugVBLcuzfBffoQ0rcvwX36ENynD4E9e1oET+PjtWV4p6N9jZqbPfZhRkaXWJSMBgNzL72UvX//jXdwMK9s3kxQbKxVmZ9efZXvnn4arYcHr+/ZQ0h8fIe1p8HClpOczLJnn6WyuBilSsXVzz3HFU88gUqttir/4oQJHFi9mvE338yEW27pNB8xe78rgKjhw6ktK6OmpARdVRXGuroW61FrtQT16SPNhuzRA1dfXxQqFXHnnkvE4MHNCqjW7rfc/ft5Y9CgLoswLluwTi9kkdQJyCKp62kcCboze47N9ViNOh3Fx46Rf/AgBcnJHPrjjzb1vr1CQyXh4+ZG8t9/I5rNDL72Wm5cssQm51er7esEC5EjbP7+e96eNs1m/YX338/N8+ahUCo7rS2iKPLJ9Oms+fxzNG5uvLBuHfFJSTblzCYTs88/n8MbNpAwciQvbtjQpuvvKI0tbA1EDxzIPYsWETNokN19DqxezYsTJqDWaPgwIwOfkKaDbx2HI7+r0qwsZkdHtyvtjEqjkQKFxsXhFxuLf1wc/rGxZO/axV+zZ1tCFFzx9tuE9OnD8R07yN65k+M7dlCamWm3zkvnzmX8o4+223rliPjZ8NFH/HTffWedBet0FoaySOoEZJHUtRxdvZqP7DgYj7rzThLOP5/IoUPxj4+3xKE51RvabDJRVVTE8e3b+ezyy21eAhaH6lZw8/MjuHdvKdBi/RLUs6fF0nRs82Y+njgRfU0Ng6ZO5f++/bZdQqIrZqM1paaigqdHjiSnmZlUsYMHc/tHH9Fz5MhOac8PL77IsuefR1AoeOyXXxh6ySVW280mE/q6Omn2WWYmz55zDrUVFVz2+ONMe/55VBqN09J52LOwCYLAe6mpBLcQBFMURZ4ZPZqULVu47NFHufH1153SHkdx5HfVVExN/fhjQvv3Z9c337B72bJW/ZycTfigQUx44gkGXn112zsbjTpD58+aRUjfvpZgn8Xp6RSlpFB94oTVft01R54zRU1bhjbbY3Xv6Gsni6ROQBZJXUNdZSX/vPQSa956q1VRovX2JnLIEBQuLhz95x9EO8HyjDqdJdN8ZX4+Ffn5ls+K3FzKcnKoyM2lPC/vZB4xB2hJNEWPGCFN17/mGvyiowHpAXH4r7/45ZFHqKuooPeUKUxfseK0TRth1OuZc/HF7F+1ClcvL3TV1ZLjsVLJ6OuuY/fvv1NdH59n/PTp3DBnDl4B9uZttR1RFKmtqKA4O5vi7GxKcnLY9fvvbPvpJwAi+/dH6+5OVWkpuupqdDU16GtqMOh0rdatcnHBxdUVF1dX3Ly9cff1xcPXV/r088MnJATfsDBpCQ3FNywMT39/G0vG6s8/5xM7LxVH4jPt/O035l56KVoPDz7KzHTKLDxn05yYMpvNZGzezNq33mJfve9VR+EVHk5VYaFl5qd3eDijZ87knJkzMdTWciI11eaFbDIaKTh0iOR//pEmTLTzVefobMPOwhn+WqIokn/oEHt/+IG/XnjBeqMgcOHs2ZbOqX9MDCqNxuHjdrY/mSySOoGWLrKzFfHpbNZsSnvPRRRFdi9bxi8PP0x5bq79QoLAwKuvlhyfk5NbjBqt9fbGpNdbUkicEoLAZW+8Qezo0fjHxeHm60tVYaFdH46mRI8YgW9UFHt//NFSNiA+nkf37kXj7n7qbesCRFHkw1tuYf1XX6Fxd2f2unV4BweTn5pKSI8e+EdEUF5YyNePP87aRYsA8PDz44Y5cxg4ZQoF6emtzoITRZGSnBxykpPJT02lIC3N8ll47Bh1VVWddLato/XwICg2lqC4OIJiY1EoFPzzySdSlOtGOOqrJYoijw0eTObevVzz/PNMa/rCOg2w6zsnCIx//HFcvb0t62rLy/l37lxrsSIInHv33dSWlVGWnU1ZVhZl2dnNRh5vDe/wcFw8PKgrL6f6xIkWExFHDBlCZFKSJdWOi7s7n15yic19ftX77zP23nvb1Z620tIzVV9by5FVq1jYxPotKBTM2r2bsMREGwHfuD5BqeToqlUcWbmSo6tWUZGX51CbBEHAMyTEtrwgMOT669HUx90C0FVVsevbb23bt2sXYQMGtNi+9lqmZJHUCTR3kZ1thuzqGRvOFGibPv2U72fOlB4ogsDUjz9m8LRpUi++vjevr65GV1VlWfTV1ZxIS2PvDz9Y/A5c3N0JTEigtqysxYjRbUGp0aDWaJoNuKjx9CTxiisYct11lGZl8cM997Q5t9e18+fT56KL2PfTT+z5/nvS16+3mxC2u5rrHWXpc8/x40svoVAqefzXXxl84YXNlk3+7z8W3nMPmU0SsjaeBVdx4gQZu3eTuW8f2YcOWZbaVoJjuri5WQkRn9BQLnrgAbwCA/H098fd1xethwcaNzc07u5o3NxQa7XSkJogIAgCtRUVPDFsGCcyMxk5bRr/98Yb6Ovq0NfUUF1WRnVpKVWlpVSXllJZXExZfj6lubmU5eVRkptLZZOhmGYRBEZecw0T77iD6IED8Q4KarF4g6+Xu68vH2Zk4HYaWrMd9Z1zpJwoilQXF1Oek0N5bq7ls7LeMlyWm8uJ1FRqiotPqc2uPj64+fqi9fZG6+2Nq7c3lYWFZG7dahNOY8qzzxI1fDgaDw9c3N2lxc0NFzc31PW/tVOd6df0/TDxySfxDg8na8cOsnbuJP/AAcwtWMC1Xl74x8VZRF9Ffj47lyxpNlG1Wqslcvhw0jdssBGuvadMoSI3l+L0dHRO6qRoPD2t25eXx65vvrGMClz5zjuce889NsPgrb03ZZHUCTRc5NLSUrw8pUQBpVlZvBQXZ2OivfS11/CPj8fV2xutjw+uPj4c/P13fnn4YUtgtktfe43eU6ZQU1ZGbWkptaWllGRk8PeLL1ofWKHgoS1b8AoJQTSbEUVR+myymE0m20+TCXP90vhvs9Fo+2k0krJ6NdsXL7a0ceBVVxE+aBAmgwGjXo+5/tOk12PU6aTP+r+NdXUY6uow6nQYamupyM+3JN/sSBRKJa6+vrj5+eHm64vazY3UNWusCwkCvSZNojw3l8IjR1oMxDjw6qsZfuut9Jo4EZVGY1nvqM9PS+XK8/JY9dprbHjvPZv9upu53lFWffopC+68E4CZn33m0FR/k9HIT6+8wvd2LCI+ISGUNZPcValSERwfT0hCAiHx8YT06EFwfDzBcXHUVlby5PDhVvdie2fVJW/cyPNjxyKazdz2wQdE9O3rcLwnfV0dJzIzKUhPZ9vy5az+7DNEsxmNmxsGna7ZF5hPSAgxgwYRN3QocUlJ9Bg2DN+wMMtL1Wwy8XC/fuQeOcINr73GFY8/3qZz6i444z5qC8n//MMnU6bYrA9NTMQvOhqVRoPJYKCmpIQT6elUNGe1dgKCIKDSalFrtahdXS2LSqtFpdGgrv9UaTQoNRpULi7S3/WfuqoqNi9Y0OpxXDw80J+CaAlISKDHeecRf+65RA4bhlqrZc/33/Prk09aYmtd/vrrJN14oxSUFagtLeX4jh0sufFGm/rG3H8/rl5eUkcEqK2oYP2777a7fQgCbj4+lue+2tVVEnFNygy76SaLBatGr+fmzz6TRVJH0iCSZgKaVkvLOIKgUKDSalGqVDYWHb/YWPpceCG+UVFoPT3Rennh6uMj9eZ8fHCt/9R4etr0zlrqiRr1evIPHmTHkiWsnTfPpk0dLVY6KnFtV7Dr9995/fLLMZtMXPPcc0ybPbvF8nVVVaRu307Kli3s/uMPkv/7r9myoQkJRA8cSGT//kT07WsRKk19tvR1dfz94Yd8P3s2dZWVNvW0Nyfbsuef54dGHZa2xntav3gxH916K2aTieFXXcUD33yDIAjkp6WRc/gwWQcPcnzfPjL27KEgLc1uT94nJIS4pCR6jhxJz1GjyD16lM/uugvvoCA+zMiwCQchY0t7Q2T4hIfj4u5ObVkZteXl1JWXW/7WVVRQV1mJrrKSuooKasvKSFm9mtqyMpQuLvhERGCstz7qa2raPSwo4zx0wCcgi6SOpDuIJEGpRKlWo1AqpRlQgoAoiihVKhQqFQqlEkGhsPkU6ss3LJZ6VCoEpZLKvDxOpKXZHZv3DgsjbOBAAuLjUbu6Wno1htpaasvKpPF9NzfS1q/nyMqV6KurgfpM6E0SaQIkXnEFRUePUnD4cLMm3rYkBG2O1nqiXSlWutOU/faStmMHL4wbh66mhvNuuYW7Pv/cSqyKokhRRgbJGzdydPNmjm7aROa+fQ7NCHRxc+OyWbO4dNYsXD3tpnfFbDKxfvFilj73HMVZWXbLnEp8psKMDO5tEk/J0fr+fP99vqgP8HneLbcw49NPW5xlVVdVxfH9+zm2ezfpO3eSvmMHWQcP2lidGu5pk8HAmBtvZNrs2QTFxnZYsMYzhc6436pOnODd0aMpSkkhYsgQ7lu3zmLFMBmNGGprJReD2lrp79payfpeW2uxwJfn5FCWlYXG05Oy7GzL8JmxpQkGgkCfCy9EqVJhNhoxGQyW0QF9TQ26qiqUarU0saTJyIJRr6fMzr3j6uMDYBmRQBRtRzBE0bL+dEAWSZ1Ag0jKSU/Hq5H1YseSJfz88MMWM+RV77zDsP/7P0AyryIIlOfkMKdvX+thOYWCZ44exScy0lJOEAS2fvEFy2bOtNzQg6+9lrz9+8nbv9+ya9iAAYQmJrLr22/b7btkNpvZ9c03/PHssw75+Wg8PUm8/HIGTZ1KeW6u5KNT72ukVKksTtOBCQmMf+wxht10EzuWLGn24aSrqiJnzx52fvstGz/6yOZ4nTH81JVipTtM2W8PxdnZHFq3jkUPPEBlcTEDJ0/m8d9+Q6FQcPzAAZL/+4/kDRtI/u8/SnJybPb3j4yk56hR9Bg+nIrCQla8+Sai2YxCqeTiBx/k0Lp1pO3YAYBXYCBXPfMMk2bMoKKoiLyUFEJ69CBjzx6+ffJJsg4elOqMiGDq7NmYjUY+u/tuy6y6O+fPb3ek7wNr1vDi+PE26+OHDeOc665jwKRJRPbvb3kOFGdnk3v0KLv/+IPf3noLgIseeID/mzevXWEEdDU1ZOzZQ+q2baRs2cLRzZs5cfy4TTnf0FB6nXsuvc85hz5jxxI9YECnxKLqbmlnWqMz7rcTaWm8M2oUVUVF9LnwQqavWOFwCIJNCxZI/pt2XrXeYWEMnDqVwdOmkXfwIN/fdZfTnlnOeAZaBFRj4dQgrOysq9/p5L521jX83fT9esVbb5H0v//Z7LPz669Z/uijJ4cD33iDoTfcYGljeUUFUb16ySKpI2l1dlsbY4m09GNsWp8oimRs3sym+fPZs2wZBjtRbgWFgmfT0y1TzJtDFEUO/fEHvz/1FLn1zrNeoaFMef55BEHg+7vvtrRxwmOPYdTp2LNsWYvpMkAa45/y3HMMuPJKq4d0d7boONI+mZM0DYboFRTEhffdR8rWrRz57z/LFP8GlCoVsUOG0Oucc+g5ahQ9R42yeaEWZ2dbzYITRZEtP/zAd08/TV5KCgCeAQFUFRfbvEDcfX258sknueDeey1DT03ray/24ho1xTs4mMSJE1G5uLDuyy+tyk594QWuee45p1p5SnJzObx+PZ9Mn46uuhqFUmljbXL18rIIpj5jxxKflOT0sBLdLe1MdyJz2zY+OO88DLW1jLrjDqbNn9/sb8BkMHD033/ZumgRe5Yutdk+/NZbGXnbbcSMHm0ltJ39zOruz0Bn+LHJjtudgDMusjN+jDWlpfzx7LP89+GHNttUWi1Rw4YROXSotCQlEdizJxW5uRSlpFBTVsa6efNIr/cF0Xp7M+Hxxxn3wAO4uLk120az2Uzm1q3sWbaMHUuW2ARTA7hn9WoSzj+/Xed0Jgw/dTad3ZPPT03l/p49W4wjo/XwoNfo0fQ691z6jBlDj+HD0dT/rtqK0WBgzeefs/TZZ6mwMwFg8l13cd0rr+Dh69uu+h1h9cKFLJgxw2KZuvrZZ3H19GT/qlUcWrcOXZMp/Q0IgsBHx4932Pfy27x5fPXIIwTHxTHjs884unkzR/77j+SNG21mALq4upIwciR9x42jz9ix9Bw5skVfpqa/K7PZTGluLgXp6RSmp5O+ezd/NZl40JVpZ7ojB1asYOGVVyKazYx/7DH6XHCBZbawyWDg6OrV7P3+e/b9/DM1JSXN1nO6TubojsgiqRPoTsEkm8urZA+VRmMzpq3Wahlz331MeOIJ3NsYmK7k+HFeio11uuWnu/dmuhOrPv2UT2fMsEyL7YiefF11NUc3b+bw+vUcWreOo5s2YbLjs9b73HMZftVV9BkzhphBg5yezmPXH3/w2sUX26xvr0N2W2nOMmXQ6Ti6eTOrP/uMDV9/3antq6uu5p7oaCqLi7n/m2849/rrAclPK3PfPuk7W7+ew+vX24QkUKrV9Bg+3CKaeo0ebfH7amop9AkJobq01KGgm531fZwubPjwQ35sFDdJUCiIHT2a/EOHrISRR1AQfS64gB1LlpwRkzm6K91SJGVlZZGRkUFNTQ2BgYH069cPjeb0nRfWnUQS2E8FEDt6NFk7d5JVn+Moa9cu2wSUgsBDW7cSPWyY044tW346j2O7d/P4kCFW6wSFgg8zMgiIjGx3vdVlZRzZuNHyck3fscOuKGp63I8yMzvUgtDdEuY2pava9+PLL7P02WeJ7NePN/bts+v3JIoiOcnJHFq3ziJ2S5tMcVcolcQOGUL0gAGsXrjQ7rEUSiWB0dEExcXhHRzMf998Y2NRfHP/fqL693feCZ7mlGVn80JUlF3Lq0dQEAOvvppB06YRP2YMCqVSfqZ2MN1GJGVmZvLJJ5/w7bffkpWVZeVD4OLiwpgxY7jzzju5+uqrnZYTqbPobiIJWre+HFm1io8nTbJZ7wwzrmz56Xz2//sv86ZOpbq01GZbZP/+3PHxx/Q+91yH6irJySH5v/84vGEDyRs2cHz/fhufH//ISLTu7uQkJ1uOkXP4sFMco9tC02GvjjhuUXY2OSkphCckENjG33NntK8p1WVl3B0dTW1FBdNefJHzb73VocjdBWlpFiF8aN06ilqZtHHru+8y+e67rSyEjc+3gT5jx/LMP/+gPo07ws4kZc0aPrTj+H/FvHmMvf9+u8718jO14+gWIumBBx7giy++YPLkyVx22WUMHz6c8PBwXF1dKSkp4cCBA2zYsIFvv/0WlUrFF198wbBTsGZ0Nt1RJLVGVztFyzgHk9HI9y+8wM+vvtrqlNuhl17K9a++atWrN5tMHD9wgCMbN1qWIjtZ1EN79qTPmDH0GTuWqMREFs+axYHVqwG46plnmDZ7NqW5uU5xjG4rznLItsefCxfydv0wk0Kh4MEFC7iwjSKnI9vXHK9efDF7/vgDaHscJ5Bihn01axZ/f/BBi78r/4gIywy6nqNHEz1gAGX5+eSnpmIyGHjrmmuorahg9HXXcf/XX592HeCOQH72di+6hUh69NFHeeyxxwgMDGy1wj/++IOamhquueYapzSwMzgdRRLIQ2OnOyeOH+fdG27gyMaNAEy8806iBw3ii/vus1gu/jd3LnlHj7J64UJL777/+PFE9O3Lsd27ObZrF/omOesEhYKYgQPpPWYMfcaMofeYMfgEBwOQsXcvb1xxBUUZGWjc3bnnyy8ZefXVnXvinURRdjb/i4qyEgkKpZIlGRlttih1JvaG+QRB4Nl//6W/AxMo0nft4qNbbuF4fWiRUdOm0XPUKL565BFLaI/A6GiKs7JsZtBp3NyIHzbMMmPRoNfz3vXXYzIaufzxx/nfa68592RPU+Rnb/ehW4ikM53TVSSBbMY9Xdm2fDkf33Yb1aWluHp5MePTTxk9bRpw0nLhExpKeUEBadu3c2D1amnWVX1Az6ZE9O3LqGnT6HXOOSSMGGEVqLFhVlPO4cMsnjULfW0twXFxPPrLL2e0r8kfn33G23fcYbP+zTVrGNiNHZGbi+ME0rDoqGnTGD1tGmG9egEnv9/A6GjWffUVP7/yCiajEc+AAKZ/9BGjpk61lGtsEaurriZ161aSN27kyH//kbJ1KzXl5TbH9AwIsDiJX/zgg0x78cVmA4GeTcjP3u5BtxNJtbW1iKKIW/3038zMTH7++Wf69OnDFDt5dE4HTmeRJHP6UJydTdbBg2xaupS1X3wBSAEMH/zuO9x9fcnYs4dju3ZZLES5R47YneXo4upqYz0CSJw4kch+/QiKiyM4Lo7g+HgOrV3Lwnvvtapn4OTJPPDtt3i0cfZjc5yKz09HoautZeagQWQfPWqz7cEFC7jYjnjqLjQXx6lp7KToAQMIiotjx4oVNmVHXH010z/6qNXkuo0xm83kHD4sRVGvX3KTk22H6wSB0IQE4oYOJXbIEOKGDiVm4ECn/Z5a43QLdinTsXQ7kTR58mSuuuoqZs6cSVlZGb1790atVnPixAnmzZvHXXfd5fRGdjSySJLpaJpOwQboMWIEnv7+ZB88aNePCMAvPJwew4cTP2wY8cOGETd0KMd27+alCRPa1Q5BEPjg2DECWwlM6ijO8PnpCD68/36Wv/8+bl5e1FVX2wwr/e/ZZ/m/F17oFj429kSmPYfx4VddxY5ffmHzsmXsW7my2RmKt3/4IZPvusspwS5rKipI37mT1K1bWfnJJ83+TkH6rUYPHEj0gAFSbr5+/Qjt2dMSUd0ZoqYtwS5lMXV20O1EUkBAAOvWraNfv3589tlnvP/+++zevZsff/yR5557jsOHDzu9kR2NLJJknE1dVZU0xJWczN6//2bdl1+2uk9QbCwxgwcTO3gwsUOGEDt4ML6hoTbl7PqsKBRc9/LLVJeWkp+WRmF6OrlHjti1ODkr7k139fnZ+scfPFMff+nVP/8kpn9/clNTCY6JYfl77/Hj228DMPKSS3hiyRLcvb27rK1/LlzIO3feidmOyGzJYbyqpISfX3uNX994w6bOjoprZDQYmHvJJez95x/cvL2ZMH06hRkZHNu1i8Jjx+zuIygUVr/TYVdcwYX330/c0KG4NXnW2hM1JqOR7EOHSN+5k4Nr17L+q69sjtFr9GjC+/YlJD6eoLg4QuLjSd64kS8fekgWU81wJp1ztxNJbm5uJCcnExUVxbRp0+jXrx/PP/88WVlZ9OrVi5pmItV2ZzryIp8OP8bToY3dDVEUqSwupvDYMQrT0yk8doz8tDTyjh4lPyWF0ry8VusYcsklDLrgAqISE4lKTGxThGlHpqafyMrinpiYDovz89cXX/DWbbfZrO9Kn5/SwkLuTEykrLCQK+6/n3vefdemzMrFi3n7jjsw6HRE9urFC8uXE9W7d6e3tSg7m//ZicPkqMjsijhONRUVPD92LJl79xIcF8f/zZtH3NChaD09OfDvv+z5+2/St2+nID3drn9TY5RqNW4+PviGhqJQKMjYu9cSe6jf+eejr60lc+9eu0K/zQgC515/Pf6Rkbj7+uLh54eHry9Ht2zh97ffPqvSsJxpqWe6nUgaMGAA06dP58orr6R///789ddfjBo1ip07d3LxxReTn5/v9EZ2NB11kU+HH+Pp0MbORhRFaisqKM3LozQ3l+LsbIqzsjhx/Lj0mZXFicxMaisr230MZ7zMHJma3lFxfkwmE/ckJZG2Z4/VekEQ+Pr48S6xJImiyLOXXsrW338npn9/Pty+HRet1m7ZIzt2MPvKKynKzsbN05Mnvv6aHoMHd5pv1YmcHF676Sb2rlljs60tIrMr4jiV5OTwSGKiVUwvV0/PU7ofWkKpVuMfEUFAdDSH1q612iYoFNw8bx7VZWUUpKVRkJ5OzuHDVLWQEqRFBIHb3n+f0dOm4eXAbO7TjYL0dO7r0cMqEGZ3CuDaHrqdSPrhhx+44YYbMJlMTJgwgX/++QeAOXPmsH79ev7880+nN7KjaXyRDRUVTrGqZB86xCP9+1sNRQgKBU/+8Qf9x49HpVZblXfUmuNMq8+h9et54bzzrG4YQaHgvsWL6TFiBAFRUVbt7O4Wp5bap6+ro6q4mIoTJ6gqLqayuJjKEycoKyigorDw5Gd+PqW5uc3m7mqKb1gYfuHhuHl74+LqSvbhwxSkpgLStTznuuu4/PHHSdu+vdNfZg10RJyfH99+m08efhgXrRajwWDl8/P44sVMvPFGpxynLfz68ce8d/fdqDUaPty+ndjExBbLlxYU8NLUqezfsAGQBJ4oih3qW2U0GFj+/vt89fzz1FZV2Wxvz3BlZ8dxasmxPCoxkbihQ4kbOhT/yEhev/xyG0vXvEOHqCwu5sjGjdJkhZ07LUFN24pXYCChCQl4BwfjHRyMT0gISpWK75591iYi9sUPPYQoilSXllJdWkpBejpZBw40W3fMoEEMmDSJAZMm0fvcc6ksLnb6868zn6ll+fm8NHEiWQcP2mwbdOGFTHvhBeKHDXNq4ub20pbr0u1EEkB+fj55eXkMHDjQ4vi4bds2vL296VU/LfV0ouEir3j/fZY88EC7xrGNBgMpW7awf9Uq9q1cScrWrc3mX1NrNEQPHEhcUhJxQ4dSfPw4P7z0ktVxz7/tNnTV1VTV39DVpaVs/v57/vnoI0ter1veeYcL77uvTeeal5LC5u+/Z/OyZWTu3dtiWYVSSUBUFMFxcRgNBg5v2AAdmFOsAVEUMRkM6Gtr0dXUoK+tlf6urqauulr6rKpCV11NbWUltZWVHF6/nv2rVlnqCIyJwcXVlZqyMqrLyk7ZZB8YE0NYz564+/ri5uODR73JPn3nTjYtW2b1QFZrNJx/++1cWp+otIGuCErYEeSmpXFnYiK62loenD+f4RddRE5KCqsWL+bvL75AoVTyws8/M+rSSzu8LXqdjsLMTPZv2MC7d92FyWBg8IQJBEdHU37ihPR7qamhrqbG8ltCEFAoFNLLQBCoKC6mpknyWASBax5+mKg+ffALDcU/NBT/8HB8AgPb/RLZt349799zDxn1L+beI0YwdPJkvnnlFcuz4paXX+Z/Tz99Steko2kuRMFTf//NoMmTrdY5YulqzsfuviVL0NfWciIzkxPHj1OSk0NJTg7FOTnUtjKUZw+Vi4s01Obri7uvLyqNxsYyBVJeu7ImIyJNZxZe/cwzXPbYY82GQmjpJV9bWUlBejr/LljAPx9/3KF5GhtI3b6dN6+8kpKcnBbLxQwaxKSZMzn3hhtw9fR0eue9pXJ11dUUHjvGqvnz+fvDDx2+Lt1OJN122228++67eDb5cVRXV3Pffffx+eefO7WBnUHDRb4CUDfZNmDSJLwCA9F6eKD19ETr4UH2wYNs+fFHy4sxMDqasoICDE1zqdlB7eqKwYEXdlOHx+bwCgwkJCFBmvIdF0dgTAwaNzfJZ+bECUrz81EoFOQeOULK1q2caDQ7paHn3BTPwECqS0sxt5Lfq9e550rCwccHs9mM2WjEZDRSU15OVUkJGjc3lGo1Rr0ek8GAyWDAaDBg1Okw6vUWwSMCZoMBfV0dRp0OfV2dQ+feVgSFArVWi76RlSgwNhZ3Hx901dVUl5RQUVxsNyeTw8cQBF7buZPYwYOd0eRuhyiKPDZhAnvWrGHQ+efz+r//WkSD2WzmzVtvZeVXX6HWaJjz119O8U0ym80UZGRw7MABMg8eJCs5mfxjx8hLT6c4N7fVSOXOROvuTliPHoT36CF9JiQQ078/Mf374+rublW2Ydaau7c3P779Nv8uWQKAl78/0+fOZcqtt6JQKCjKzualqVM5vGUL51xxBS/8/HOnnU97aKsvVEcMC9dVV1Oam0t5QQFlBQWU1y9l+fkWK3FpXh4VRUXUVlTYzG50JgqlEpWLCyqNBhetFpPJRGVRkWW7Z0AAKhcXS6evaVLyxvQZO5aIvn3xDAhAoVRalrqqKqqKi/EODsbDzw9BoZCEfr3YF5r+LQiWTsCRjRtZ+8UXmIxGfEND6X3uuWz54QdJhAgCQy+7jOrSUqtE12qtlqC4OHIOH5aeh4LAeTffTJ+xY092Euo/D69bx5pFiyzlzr/1VvqOG2c5p4byh9atY/Xnn1uerz2GD0fj5kZZfj5l+flUl5XZvyiCwD2LFuEZEGB3c1VNDeOmTu0+IkmpVJKXl0dQk/gbJ06cICQkBGMrL9buSEsiSaZrEQQBFzc3XFxd0bi5ofXwQOPujlKtpiw/nxOZmU5/AKpcXDDq9Tbr+0+YYIlcDVBWUMCBf/+1KXcmZ03/fcEC3pkxA42rKwv27ycsPt5qu8loZPbVV7N5xQrcPD15ffVqeiUlOVy/Qa/n2P79HN2xg6M7dpC6ezdZhw9T18Lwp1KlwmQ0olSpGHHxxQRFR+MTFIR3QACuHh5o3d2l3467u8VHSTSbMZvNiKJIcU4OL02daiO2NK6uRNY7dJfk5VFaUNCsIBMEgdD4eGITE4kbMIDK0lKWv/++9VC2IHDRHXdw26uv4uXvb7V/5uHD3JmYiNlkYt769SSOGePwNesKOsIXqqMsraIoUltZabHIN1jnaysqqCkvl/wMs7NRKpWIokhdVZXVUlVSQnlBgdPaI+NcDMBy6HqRVFFRgSiK+Pr6kpKSYpWixGQy8euvv/LEE0+Q2yQT9elASyKpwXnPZDRiNpkw6nQY7PQEAmNi7Dr6GfV6DDodao3GboJIo8FAxu7dNuujEhNxcXW1JEs0Ggyk79hhUy6sVy8MOp10Q1dW2m1bA6EJCfhFRKDWaKSehlKJIAgYdTp0NTWStczDw6ZXYtDp2PrDDzb1+YaHU56f7zSRMumuuxh22WVEDRhgEUUqFxdKcnIsJlpddTW/vP466xcvxmQwABDep49N0DuFUslz//4rmXDT0ylITydl61aObtpkc9yxN99M4vjxBMfHExwXh8lodGhWWHfPYu9sirKzmd63LzWVlcycN4+rH3rIbjl9XR1PX3QRe9aswcvfn3kbNhDdp4/dsoXHj3Nw0yYObtzI4S1bOLZvHwY7AlWt0RDZuzcx/foR1acPofHxhMbFUZSVxUv1EaVnL1/O6Msvb9e5/blwIe/Uv/QFhQJPPz8q6qNMD508mXvff5/gmBjyjx0jNzWVnNRUclNTyTpyhIz9+ylxYMLKHa+/zpUPPIDaxcXu9ndmzuT3+fPpPXw4723Z0i18Q1riTBk+bo3mhgOfW72auqoqClJTKUhP58Tx42QdPEh+SopNHX3GjiW8d2/cfHxw9/amrrqan+fMsbFa+4SEUF5Y2LIlXRBIuvRS1FotZpNJeu6JoiT66xeDTsexXbssDuxBcXEEx8YCkmhs2Kfhf8unKCICJdnZzYZ1cCZegYG4enmh1mhQaTSIJhOZ+/Y1W17r4YFPSAhuPj4ISO/XqpoaPklN7XqRZBnDb64iQWD27Nk83c3H0+3R2Cfp6wcfbPP4+am+GB3tlTlSrrK4mDWff86Sxx6z2f9ULBzNHVtfV8eRjRvZv2oVW3/6iTw7EY4bcPXywsPXF4VKRUFaWrPlvIODSZw4kQGTJlFZVMSSxx+3+9DoO24cVzzxBAOnTGHN55+3y/ehue/Omd/JmUDjmWN9Ro7k7f/+Q2kn23kDNZWVPDZhAke2bycgPJx3Nm4kKCqK48nJ7Fu7ln3r13Pwv/8oys622dfTz4+eSUkkDB1Kz6FDiU1MJDQuzipbPcCx/fuZNX48FSdOcPGdd/Lg/PmndI5F2dnkpqYS1qMHXv7+fPfaayydO1fq5Li4MPXRR7n+qaeoLCmxzIILCA8nNy2N/376iS2//srRHTvQtzDsrnF1pfeIEfQfM4b+555Lv3POsQzTleTnc3OPHtRVV/P0d99x3rXXntL5yDgPR+9zZzxj6qqqOLR+PftWrmT78uUUZWTYHCc+KYlR117LgEmTiEpMtPgGF2dns/uPP/jhxRcpyclB6+HBvYsXM/yKK9p0vo6eh7PL/T97Zx3fxPnH8c9dUnd3F6AUKhRnePGhQ7Yhw93ZYGxjuE7YhgyGDobrcAoUl5YWqFD31FJJ3SL3+yPt/ZImadM2bQPL+/W6V9q755577nJ5nu/zfb4i7blM3LQJOcnJeHjsGK3ht+/QAa5duyLwyBFUCQTKoUl69OgRKIpC//79cfHiRRiLhKBXV1eHg4MDrK2tFd7AlqC2d1truFXLOyuTp1xzaTjqu7asGdfOt29h264dPcjJSuDp0acP4oOC6vUs6zhoECasXw/37t0b1D6gYd+dIr+TD537//yD7ZMnQ01dHfvfvIGDh0e95xTk5GBpjx7IiI+Hpq4u1DU0hDZfIpAMBly8vdG+Z094dO+Otl26wNLJqV4tSu28bIv27sWoBQsad3N1kB4fj72LFyP49m0AgL6xMYo5HOGsmyCgb2wscU+y3OF1jYxQIuI2DwBMNTW07doV3v37w7tfP7x98AAnN22CpZMTDkdFQV2K9llF6yDv71yRfYwsT0JRDMzN0WHgQDDV1fHo+HFaM6Rvbo4fHzyAXfv2DbzTht1Hc0wopT2X/IwM3Ny9G3f370eFiGeo0iy31ZCSkgJ7e3ulVwU3hMZYxyv7wNhaGo6m/mC4lZWIffECYQEBeHXpEjKkuAY31eZH2b87ZYPDZmOWhweK8vLw1aZN+PL772WXzc7GmwcP8ObePYTeuwd2aqrUct1HjcKYJUvQtksXaOnqyt0WHpeLO8eOYfecOWL7mzPSN0VReHblCvYsWoQ8KeYEDCYT7Xv2hO/AgfD194d7p064e/w4vXxHMhhYduAABk+fjrToaEQ8fYrwJ08Q/vixxPNR19SEQCAAr6oK45Yvx5yfflKK1CkqGoYi+5jafeVn69ZBS18fYQEBdSa9bqlYbM1Rri5KOBycWLUKgdVOYkohJIWFhcHT0xMkSSKsjvVCQBhs8kPjY01L0lrCgKJ+MP81mx9lZfPEiXh07hycvbywNzhYLHZWVUUFIp4+Rcjdu3h99y4Sa4WVYKqpwaF9e6lBJ3c/fw6Pbt3kakN2Sgpu/vUXbh8+LNP+p7kjfYumOxFly82b6DJ0qMR+0eU7acIbRVHISkrCmwcP8PbBA7wLDJS4N30TE/gOHIhOgwah06BBrRKkUxkTGP/XkNVX8qqqEPvyJe7/9ReeVHtPivKxOpGIjg1KISSRJImsrCyYm5vTtknSTiMIAvxmdLVsLj5WIelj4L9i86OsPLtyBevHjAHJYGBPUBBcfXyQ8v69UCi6cwdhjx5J2OC4eHvDd+BA+AwcCM9evRATFISvpcTVAYSxgvpMmIDe48fD3M4OwP8HZUsnJyS+e4frBw7g9e3b/19GMDFBUX6+RNTgujRJbBYLrLg42Lq5wbyRA30Oi4XJDg4QNDKNSH1QFIXUqCi8vnMHx3/8UeqSnYOHBy0wdezTB5ra2k2+bl3cPHQIu+fOVboExirE+S9OKGvGhko+v/WFJNEltpQ6skADgEMDsovv378f+/fvR3K1YVr79u2xbt06DK2elVEUhQ0bNuDgwYPgcDjo2rUr9u7di/Yia6yVlZVYtWoVTp8+jfLycgwYMAD79u2DbQNeDJWQpNyolsdanhwWC3Ghofh11iwU5OSg+8iR0DM2RsjduxJLTibW1vTA7TNgAIxqhQeRJlxIw6N7d5jb2+PR+fNSbTB8BgzA8Llz0WPUKNw7cUJiOUvW4H398GHsEkki+/XBgxjRyIFe1Auuvus2heDbt7F26FAwmEwMnzcPscHBiA0OFnuGaurq8PzkE/rZO3fsqNCluaTwcMyptTKgDAmMVUjnvzihzGOxEP/uHbqNGKE8NkmK5Nq1a2AwGHB1dQUAHD9+HLt27cKbN2/Qvn177NixA1u2bMGxY8fg7u6OzZs34/Hjx4iJiaGDWc6fPx/Xrl3DsWPHYGJigpUrVyI/Px8hISF1et+IohKSVKj4P9f+/BN/LFggMyaQuqYmOvbpg06DBsFv8GA4eHjUa6MoTbjoOnw4nly8iMfnzyP88WOZ1xsxbx7GrVgBWzc3sf31LWcBQg3SZ1Jm2OeTk5ukUarvuk2FoiisGTwYoQEB6DtpEr47fRpF+fl4++ABrcWrbc9kaG4O34ED4errCzM7O7Tv0aPR7Yt4+hTrx4xBYXUYBFFkLS+qaH3+ixNKpYu4DQCxsbF4+PAh2Gy2xOxw3bp1TWqQsbExdu3ahRkzZsDa2hrLli3D6tWrAQi1RhYWFtixYwfmzp2LwsJCmJmZ4cSJE5hY7S6bkZEBOzs73Lx5E4MHD5brmiohSYWyomh7EGn18fl8xIeGIvTePTy7fBkxwcES59m1bYtuI0ag06BB6PDJJxKJY+VZzqpLuMjLzMTpbdtw9Y8/JM5riq3RrePHsfWrryT2/x4YCB8lstWQ9vwS3r3DfB8fUBSFP169QtsuXejyFEWBFRuLkLt3EXL3Lt4GBqJCigGvd//+GL14MTr26QM9I6N628Hn83Fm+3b8/eOPMuOfWbu6Yv3ly3Dy9Gzk3apQoTiaffymGsjBgwcpBoNBWVhYUF5eXpS3tze9+fj4NLQ6Gh6PR50+fZpSV1enIiMjqYSEBAoAFRoaKlZu5MiR1NSpUymKoqj79+9TAKj8/HyxMh07dqTWrVsn97ULCwspAFRhYWGj269ChaK5eegQNYgkqYEANYgkqZuHDimsPn+CoL4fMYJa2LkzNVRDgxoI1Lm9DQyUWe+/Bw9Sn5Ak1QugepMkda2R7WSnpdHtq9kGMRgUOy2tUfXlZWVRY+3sqF6A2NabJKnsRtbZHFw7dIjqLeP57Zg2jRoIUMs/+YQSCAQy6yjicKj9K1bI/P78CYKa7+tLHVi1inp54wZVIqWvy83IoL4eMIA+Z9vkydSVPXuoQQyGsA6SpEYZGFADAWqYpiZ14+DBOtukQkVL0Nzjd4M1SQ4ODliwYAGt3Wkq4eHh6N69OyoqKqCrq4tTp05h2LBheP78OXr27In09HSx+Etz5sxBSkoK7ty5g1OnTmH69OmorBVletCgQXBycsIBGcHlKisrxc4pKiqCnZ2dSpOkQmmQaiRMkjiRnEwbOMsLt6oKwbdv48fRo+vNSyfNKaMuO5Ss1FSMd3SUMKJu7HKWomx+yktLsaRvX0S/fg1DMzMU5efTmhEjCwuciYuDtozkpC1JfcuBOSwWvnJzQ1VFBZb/9ResXVxoLWBleTmCbt3C43Pn8PL6damaJADQ0tVFuUhcGUD4Lrl4e6ND797o0Ls3uFVV2LdkCQrYbGhqa2Pxvn3wnzoVBEGIaQCZ6urYNW0aHTeq78SJWHbwIHRasd9Ued/9t2luTRKz/iLicDgcjK9OA6AI2rRpg7dv36KgoAAXL17EtGnT8OjRI/p4bVsHqjopX13UV2bbtm3YsGFD0xreSFQ/aBXykB4XJ7GULRAIsKhzZ3QfOVLoPTZgAJ0DTPS9UtfURNTLlwi6eROh9+4hMyFBptG0nrExPHv1QqfBg9G2Sxc4deiA+ydPSggq0t5VgUCAn+bNkxC8BHw+0uPjGyUkDZ05E36DBzfJ5ofH42H9pEmIfv0aBqam2PfsGTS0tBATEoKf5s1DflYWfpo/Hz+cONGq8d54PB7+2bFDwkhd9PmZ2dpi3IoVOL11Kx08kyAIuHfujJTISDHByMzWFjnp6RLfR42AZO3qChMrK+SwWMhKSkJcaCjiQkNxafduuqyukRHGLlsGt06d6H7UrLodNWy+cQMXfv4ZR9auxcOzZxETHIzvzp6FsaVli/dttw4fxm4Ro3yV950KRdNgTdLMmTPRuXNnzJs3r1kaNHDgQLi4uGD16tVwcXFBaGgofEQyqo8aNQqGhoY4fvw4Hjx4gAEDBiA/Px9GIuvtXl5eGD16tExBqLU0SaoftAp5oCgKe5cswdU9e+osRxAEnL28oKahgeigoHq1RLWpS0NUn3GyQCDAzjlzcOPwYan1NsUwuilQFIVfFi7Elf37oa6pid8ePICnSGT2sKdPsaRvX/D5fKw+dKjRXm5NJfz5c/yyYAHia8WVAiSfX0pUFGbJiHBubm+PPhMmoM+ECXD388PtI0fEBNwxy5YhJzUVzy5fpjO86xgYwKF9e7x/8aLOd0ZbXx/ufn5w9/NDm86d4e7nBwsHh/9ndX/5ElsnTUJ2SgpIBkOYN4yiWqxvy2Gx8KUULZyyed+pJsbNi9JpklxdXfHDDz/g5cuX6NChA9TUxFPCLlmypEkNoigKlZWVcHJygqWlJQICAmghqaqqCo8ePcKOHTsAAJ06dYKamhoCAgIwYcIEAEBmZiYiIiKwc+dOmdfQ0NCARguH+89hsfDr7Nn0UoZAIMCvs2dDQ0sLfkOGQF8kzUtNedUP679HVWUlfp4xAw9OnQLw/+UvgiQxbeNGUAIBXt+5g6SICJQVFkoEaRSlJjN958GD0ffzz5ESGYnfFyyoV0MEQEJ7IIqogESSJIbPnIkbR47Qy1kObdvCzMamaQ+ikZzatQtX9u8HQRD48dQpMQEJADr26oWZmzbh4Nq12L14MTy6doVzCxogc9hs/LlmDW4ePQoA0DMyQvfhwxFw6hQ92M/dvl1MwOTICJ65eO9efDp/vpg2TJYmjpOdjTtHj+LGwYPISkrC+9qJngkCXx89ivS4OLx//hzRQUEoKyrC2+pAlzXom5jA1ccHzl5ecPbywuqTJ/HPpk0IuXuXLiMQCLB77lz4DR7cbH0Xn8fDWRlauNjXr5t0XXn7XnnKqSbGHz4N1iQ5VWcSlloZQSAxMVHuutauXYuhQ4fCzs4OxcXFOHPmDLZv347bt2/D398fO3bswLZt23D06FG4ublh69atePjwoUQIgOvXr+PYsWMwNjbGqlWrkJeXp7AQAIoQVory87F54kS8uXdPZhlLJyc6qWdBTg4u/fqrKoDbf4yi/Hz8OHo0Ip48AUmS6DNpEkiSRMLbt2CnpaGssFDuumZs3YpRixZJ2N001X29toD0w8mTGPj552CzWAh98AA7Z88Gt6oK3x0/jiFTpza4/qZw7/RpbPjiCwDA0t9+w2cyJmwCgQBfDxuGoDt34NCuHf4KDqaTzCqaGq81K2dnvLx5EwfXrkVJQQEAYPjMmZi7bRuMzMyQnZaG1cOHIyE8HGMXLcJyES8/RQaxFAgEOP/TTzgkxaZU1IuQz+MhOTISMcHBiH39GrHBwUgMC6O1UaIwmEyp+5srVEDk8+f4fcECiejuNahramLY7Nn4bOVKWDQgbh8gv1AjWo4gSXy1cSO8BwxACYeDEg4HxRwOspOTcf7nnxsU9FQeWsLj9UNCKUMAKIqZM2fi/v37yMzMhIGBATp27IjVq1fD398fwP+DSR44cEAsmKSnyMyvoqICX3/9NU6dOiUWTNKuAcatsh6yImYBL69fx69z5iA/M1PyIEHAwsEB2VKyPIuijCpkRfOh/1AbQkVZGbKTk5GVnIyspCRkJSUhKTwc7x4+pLNcS4MkSdi4ucHF2xsuPj5w8faGkbk5Fvr5NVsUaFFkCUiinNy+HQe+/RZ6RkY4GRUFYwsLhbZBFm8ePcLKQYPArarChOXLsfiXX+osz2GzMd3bG3mZmRj61VdYW63ZUSSiQSxFcfP2xop9+yS0XCEPHmDZgAFQ19DAmYQEMW2cIoNYNlboqqqoQFJ4OBLevUNizRYWhtI6hHdjKyvYurvDxs0N1q6usHR0hLmDAywdHWFYncFBXjhsNg6vWYM7Ilq4LiNGIPDUKQj4fBAkCTM7O7CrAx4zmEz0/+ILTPjmGzi2by+1j6EoCjlpaYgNCcHbBw+kLnEz1dXFtHUURdX5O62PJoW0ULBm6mOIqP5RC0nKgrSH3NT17pKCAuxbtgwBx48DAOzatEHPsWNxbudOiY6upKAAcaGhiH39GkE3byJMxHC9hpVHjmDI9OkKumPlojVV0ooUzqoqK1HAZoOTnQ1OVhY42dnIz8xEDouFvPR05LBYyGWxpAboE4XBZMLa1RW27u5w9PSEY/v2cGjfHnZt2kjEJwJaJgq0PAISIExAO6drV8S9eYN+48dj47lzCm1HeWkpctLTUcBmoyAnB6mxsYh69QrPb9wAr6oK5nZ2cPfxQUVZGSrLy0EJBBAIBLS9DACoaWhAQ0sL5aWliHzxAgDQedAgdOjZE/rGxsLNxASm1tYws7GBnpFRgw282SwWxkuJMj5z40ZMWbtWqpaboigs6t0bYU+fYtzixVj2++9ixxUZxFJR7wxFUWCnpuLi7t248ttvMgOCSkNNQwPm9vYws7WFibU1TGxshJ/W1jC2tIRAIEBpYSGcOnbE61u3cERECzdk5kzM3LYNhmZmYs/F1MYGbx48wJlt2/Dm/n36Wi7e3kgMCwMlEIAgCHQZNgwCPh9xISEoyMlp8H1Lw8jCAsZWVtAzMoKukRGY6up4ePasuN0XQeBEUhIsG6jhAhRng0VRFOLfvMHtw4fx7759YsdaUtOlqHJKJyTNmDGjzuNHqjPzfkhIe8hvAwOl5psavWQJJq1ZAxMrK5n1vbp5E7/Ono28jAwQBIHPVq7EtI0boaGlVW9HV1cKB/9p0zBtw4YGq5BbE1kveGlRkTCA4f37OLV5s9g5BEFg5ZEj8Bs8WOI5K1KoEVOZEwSW7N+P3uPHo7y4GOUlJSgrLkZ5cTHKiopQWliIkoIClBQUoLSgAMUcDopyc1GUl4fC6s+yoiK5r62lpwdDc3No6+khOTwcfD4fVs7OWH3yJNp27gwGs2Hmgs0ZBVpeAamG2DdvMKdzZ/D5fGy5dAm9x4yR+1o8Hg/ZKSlIi41FWmwsWPHxYKemIjs1Fey0NBTm5SnilhqEhpYWzGxsYGZrK3TBd3GBrasrbFxdYePiItX9/e6pU9j05ZcS++sLYvn63j0s9/eHuoYGziYmwlQk/ImiUfQ7I1pfMYeDHVOm0Etitm3awLF9exSw2chOSUFeenq9aWqkoamrizZ+frBxc4OesTF0DQ2hY2AAbX196BgYQMfAAFp6etDS1UVGXByuHziA51ev1lknyWDA0dMT9u3a4dHZs2KCHslgYPezZ2L9UF5mJpb26CGXsCIqjNbQd+JEfPP331BTV2/Qvd8/eRLbp0yR2N+2a1f0mzQJvv7+YtHvRftKUxsbJLx7h0fnzuHxuXPISEiQeZ3J69Zh6vr1jfL8vHX4MH6dM4cWRscsXQo/KUGdX9+5g8vVQjVBkpi1bRtGzJ8PLV1dsevKM4FWOiFpTK0Oj8vlIiIiAgUFBejfvz8uXbqk0Aa2BDUPOfj+fejq6gIQGjquGzVKpveHi7c3fAYMgHf//jAwNQUnOxus2FgE37pFz2DM7Owwed06ONfKf1Qfz69exZnt2+kXzdbdHWkxMQCEWoben30G/6++gq6hIQrYbOSkpcHMzg6GtXJm1UBRlGQ5Kfcl7VWg94kcoygKnOxs5LJYMLWxgUF1fTVlaz6Dbt7ExV9+Ef5PEPDs1QskSSI9Lk4i/5csdAwNYeHgAHN7e5QXF+Pdo0dAtWtyzzFj4OrjAx6XCz6PBz6XC171Vpyfj6K8PKhraoJkMMCtrERVRQWqystRVlyMkoIC5LJYcrWhITCYTBhZWMDI0lI4s7S0hGm1EbRJ9UD7NjAQfy5fLva8Ow8diu/PnlWK2D2iZKWm4qd58/Dq1i25BKQaDqxdi5PbtsHY0hIn37+XiPYsEAiQkZiIxPBwJISHIyEsDMnv3yM9Ph48LrfOurV0daFvbIzsWmk5CILA1O+/h5mNDbR0daGhpQWSwQBBECBEEnPT70JFBcpLS3Hh99+RkZAAPSMjeHTtivzsbFSWl6OAzRYm0q0Hc1tbOLZvD6fqraKsDH99/73EMpQ8Xn8URWFBr16IeP4c45cuxRIR9/wPDR6Xi7M7duDkxo3gcbnQMzbG4r170b5nT6RFR0NTRwe8qirkZWQgNz0d2SkpSI+LQ2ZiIjLi45u9fUaWljCxsoK+iQk0tLWhrqkJdmoqol69EvZ3BIFO/v5w8/UFg8kEQ01N+MlkIi4kBI/Pn6fDJAyYMgVeffoI3zeSBIPBoP8u4XDAycpCbkYGbh06BAGfD3c/P3y+di3UNTXpd7Nmg+jfEL7Xbx88wLlduySSSddGz8QEbfz8wFBTw6sbN+h+W9fICCUcDl1OTUMDbr6+Qg9HKbTp0qVemy5RYaaqogLPLl8WCyfRGEgGA1q6utDW14e6pibS4+Ikyvj6+0NdS4v+v7i4GL8FBiqPkCQNgUCABQsWwNnZGd98840i2tWi1AhJfdEIdz8VHyUEQYCprg4NLS2AIMQ6mC7DhsG7Xz/omZhA38QEBqam9KeukVGddhbSVOYEQeDvxERYOjo25y01mGt//YWdc+fSHe2ns2fjm4MH5Tq3sqIC0728kBYbi2HTp2PSypWICQlB9OvXiAkJQfzbt6goK5N6rrqmJmzd3GDn7g7bajsWC3t7WNjbw9zODroGBjj/22/4fdkyiXMbk24kLysLM7y9kZ+dDRAEUO3G/vXBg/D/4gvkZmQgJz0d7LQ0pCckID0+XrglJIDDZsusl6mmBh6PJxTqSRLLfv8dYxcurLc9wQEBWDFoENQ1NYXapDq01h8CiWFh2DltmqQnJkGgXZcuIEgSGQkJKKjjWQLA7J07YWZnh6K8PHoSVFpYKLFVlJaioqQE5SUlDVr+U/FhwgPwEFBuIQkAYmJi0LdvX2RKM1BWcmqEpAn29lCvNcDx+XzwuFww1dRoOwI+j4eKsjJUlJaCWyvadw1mdnZye9fJCwWgqrwcxRyOTMNBBpMJiqJk5l2qQUtXF+paWlDT0BBT+wpq7lddnV7y4XG54FZUoKqyElXl5TLvWR70TUygZ2wMLT09MNXUQBAECnJykCmi/rVr2xZmtragAFRUL3sVsNkoVJDtAMlgwMDMTKprtbaBQb1eZE1Zt396+TI2jB0rsb8pxpzNQUp0NCa3aye2T974R3lZWYh8+RIPL1xAwD//yCynrqkJRw8POHfoAJeOHeHs6SkMH2BrK1PQ5PP5OLF1K478+KPUyOCNjc9078wZbKilIZOnvuKCAiS/f4+4N29w8Y8/kFqt8ZUGSZJwbN8eHl270pujh4dEP0FRFBb07ImIFy8wftkyLPn11wbfj7LB43JxaPVqXKznXvSMjWFqa4uksDCx/Y21vaksL0d5cTHuHDuGI2vXCrXzJIkxS5bAq18/ul/jVmsWuVVV4HO54FZVgVe98Xk8WlvN43LB53Ih4PPB5/OFnzweBNV/CwSC///N54OiqP/bxVX3y2VFRWDFxEAgEEBDWxvWLi4gSJLWxlMUBVAUKisqkMti0f2tvokJ9E1Nhe2oqgJTTQ2kyLtDCQSorKhAWWGhRIR1ADC2tISGtrbY8wGEvyk+lyvUlDEY4PN4KMrNRWV5Of3s9U1MoKahAR6XCwaTCW5lJcqKisTGApLBkDru1B4L+Xw+ctLSJMqZ2tiAIEnhcxMIwONyUSRleV3HwED4vKqp4vNxs6hI+YWkmzdvYtq0achR0EDWkjRlTTPwzBlslbL80JyDnkAgwPF163Bqy5Z6yxIkKRFLpDYaWlpw8faGupYW3gUG0stjVk5OyM/MpH8sddHt00/h6OkJfWNj6BoZQSAQ4Ld58+Q2MmyMrRZBkpj7008AgOJq19vUqCgxg80axq9aha7Dh8PK2RkmNjZgMBgyjVdLCgqQlZSEjIQEhAQE4KYU7cmqY8cweNq0ep+LKHGhofjh008llhqVzXsxLS4Oy/39kV3tJSRKbU2NQCBAUmQkwp4+RfjTp4h4/hyZUrw1CYJA++7d0a5LF7T184O7ry9s3dzAbIDtVW5mJjZNnozQ6rg9nt27431QEP39fX3gQKODQ4YGBmKpFBvEb48cwbB6HCayUlKwdswYxL15AwaDgYW//IK+48Yh7u1bxIaGIjY0FDEhIWBLGRh09PXRvnt3dOjZEx169oRH167Q0tHBqzt3sGrIEKhrauJcUhJMLC0bdV/KhCw7z8k//ogeI0fCytkZuoaGAJrHGaE57fYaSmxICL4dPBhFeXlw8PDA9oAA2v6MoijcPnIEexcvRmV5OYwsLLDm5En4DhwoV92KCBlBURSeX72KfUuXgl1rWVsUkiTR7dNPMXzuXHQaNAh3jx2T63uT9/uVp5zS2SStWLFC7H+KopCZmYkbN25g2rRp2FNPlGBlpCkPWZExTBp6XYllG5LE2tOnYevuTntYlBYWYoqjo4RwMWTmTKTHxiIuJETqrEMUbT09uPr6wq1TJ1g6OWHf0qUNNlpUREcnT30N/T4aa0ivoamJRXv3YvD06XIZON7/5x/8MmsWqioqYGhujqLcXKExYjN5ozWWFzdvYuMXX6BEijaNZDBwKjYW+VlZePf4Md49eYKI589pj6MaCIKAk6cn2nfrBjdvbxzbtAn5WVlyuebL4tXt29g8dSoKcnKgpaODFfv2YcjUqWCzWEiPj4eNq2uTInzL8kYDgA49e2Lk3Lno99lnwuVX/D/+UUFODn5ZuBCFubkwMDXFpvPnZS735WZm4v2rV3j/6hWiXr1CVFAQymvlW2MwGHD39UXHTz7B8+vXkRYbi4krVmDRzz83+t6UBUX/Nj90Ut6/x2p/f+RlZAidNk6cQHF+Pm4eOoQX1cbmnQYNwuq//4ZRA0NpKDIH4qHVq/Hv3r0Sx8atWIHPVqyAaa3AsfJ+b4oq19xCEhqaEbdv375iW//+/amJEydSBw4coLhcbkOrUwqamkX45qFDdKbsQQxGk7O1K/q6dZXj8/lUanQ0dXjtWqnZw+8eP07x+fxGXZeihJnd3wYGNjqTe2PqU/T3Ubu+Ge3a0c9ny+efS82oXgOPy6X+XLmSLv/t0KFUMYej8OfSVAQCAXVi2zbqE4KgegHUvB49qNM//0x9Up2d/hOCoL5s25YaoKVF9QLENn8dHWrZwIHUkfXrqeCAAInn8eLmTbqOJ1evUiEPHlDZct43t6qK2vfNN/S1vvLyolKio5vjEVDXDh2iejMYwraSJDXD15fqU/1/L4AaamRE/bZsGXV00yaqd/Vzqdlm+PpSWSkpDboel8ulYkJDqQt//EH9OGkSNdbOTuLZ1jy3rdOnUw/OnaPysrKa5d5bitbqK5WVjMREaoqzs0S/608Q1Ont2yX63oagqD7mzYMHUseGt4GBTapXUTR1/K4PVZwkKEYSba1Zj6Kk8Y9tltec7s0m1tY4t3Mnjn7/PQTVrvvfnTmDNp07i51TlJeHLZMmIbQ60vrna9di2saNCrdVE6VGw2Hr5ia3ZqW8tBTbpk9H4PnzAIDuw4fD1csLYU+eIPLVKwn7NwNTU3j37o2On3wCr08+gYuXV73LZpunTsWdEyfo/2sMo2Utj7FZLLx78gSnd+5EXLXB79iFC7Hgp5+gISVWlKKorZnKzcjAjSNHcO2vvyS86WgIAqdjYmDr5tbk62enpuLdkye0pi4lKkqijEPbtvDu04femjNMQHOg7H1HSxPz+jUW1eo7CJLEPykpSvF8Wmu1RF6UbrntY6TZ1XUfCC0RlPBj4v2LF9j6+efITkkBg8nEzO3b0Xv8eGQmJIDP42H33LnISkqCprY2Vh07hj7jxzdre0QjPNcnhNSQGB6O1SNHIis5GSAIkNWGk6KYWFnRA7JX795wbNeuwTFUEsLD8ZWUUBi9x4yBma0t9IyMoGdkBH1jY0QHB+PS3r20YamGlhZ+OHkSfaQYvLcUfD4fQXfu4O8tWxBRO+8ZGudVJw8Bp05h45dfgsFgwK5NGyS/fy9RxtbNDT59+9LfUWskFlbReGTZaimTM4cyjw1KISQNGTIE69atQ48ePeosV1xcjH379kFXVxcL5XB1VRZUQtL/Uc3yGkZJQQF+mTULTy5elHrc0skJG65caXCsrIbCZrHwWe1ovCSJf2JiYOvqSu8r5nAQ9uwZXty4gRc3b0o1yjS3tYW3yKBr6+raqMByosgyjJaHpnitKRqpz7kZ20dRFOZ06YLo16/x+ddfY/KaNXj35AnePnqEt48eIe7NGwkvP2tnZ3j17g2v3r3h3bs3rJ2dm/z9yUtjNJn/dZRdU1ODso4NSiEkHT58GD/++CP09PQwcuRI+Pn5wdraGpqamuBwOHj//j2ePn2KmzdvYsSIEdi1a1eDcqe1NiohSUVToCgKZ3bswJFvv5U4djAsDE4dOjR7G/7euhV/ffed1GN6RkZQ19REVUUFigsKJAKJMphM9B4zBl2HDoVPnz6wcnJS+KAqzTCaIElMXrMGFEWhuDopaHpCAmJev5Y4v7k0NY3h+uHD2CUyq26KV508PL9xA6tHjICmtjbOJSfDyMyMPlZcUICwp0+FQtPDh4h78wb8WppAU2trdOzVi14edfL0pJd8FSnUXD98GDuroy3Lq8lUIUSZNTXKjlIISQBQVVWFCxcu4OzZs3jy5AkKqj1aCIKAh4cHBg8ejNmzZ6NNmzYKb2RzoxKSVDSV1lKZc6uq8OeaNTjXhFg6LaWpkUe4kCZMKZMmqQZFedXJg6g26cvVqzFv+3aZZcuKixH+/DmtaYoODpaIYK5rYACPbt1ACQQIDggAIBRYvz5wAJ/OmtXg9mWnpeH6oUM4tnGj2H5l/N6UGWXV1Cg7SiMk1aawsBDl5eUwMTGBmpqaotvVoqiEJBVNpTVU5hEvXmDz1KlIr07hIC2YG0mSsHVzg6WjI/SMjJCfnY03gYESdbWUpkYe4aKlNTUfAs+uXcOakSOhqaWFH06dQls/P7mEj4qyMkQFByPsyRO8e/IE4c+eoaJW2AFR2nXpgn7jx2PQlCkwEXE7r61xyklPx8MLF/Dg3DmpNlo1/HznDroMGtSwm1WhogEorZD0MaESklQoguZUmRfk5iLuzRvEhIQgKigIbx89kppXTFtPD3Zt2qBjr17oMXw4PLp2FcsHp9LUfJhQFIXxjo60hx1BEJi+fj0mrVwJLR0difKiQg0APLxwAYHnziFCRq4uaWjp6sLRwwOGpqZ4eesWnafMxsUFLJHcagRBoG3nzogODpawj3Lu0AFbLl0Ss4tToUKRqISkFkAlJKlQFE1VmQsEAmQlJyMhPBzx797REZulRWsGAE1tbXQfMQJ+AwfCs3t3OHp41Jk7DlBpaj5E2CwWPrO3l5qLzNjSEtbOzrB2doaNiwvYaWm4eeyY1Ej7BEGg4yefwG/gQBxZv16ijLGlJThsdr1R+gHA1csLg6dMwYBJk2BmYyP2XhEkCQ0tLVSUlkJbTw9fHzggV2JkFSoaikpIagFUQpKKloaiKLDT0pASHY2UqCgkRUYiMTwciRERMiOgG5mbo6KsjD7+xTffYPaWLQ1K7VGDSlPzYdEU70AAaNu5MwZPmYK+48bRcZVkCcs8Hg/vHj9GwKlTCLpzBzkslsx6a0ITOHt6wtHDA0YWFlDX1IRX795gqqlh4xdfIOzpUwDA8Jkzsez336Epkj9MUai86v67qISkFkAlJDWOj6VjUvR91NRn4+oKDS0tpMfHgxUfD1ZcHNLj45EaE4PU6GiJlBQ1qKmrw9HDAy4dO8Ld1xc56ek4vWsXfVxHXx+bL12C34ABTW6romCzWEiLi4NdC78L8l63tdqnKGQtkx57+xZVlZVIT0hARmIiwp4+xYsbNyTOl2VzVp+wLDVdC0HAs3t3pEZHS13yBYQek9bOzrB1c0Nhbi7ev3oFALB1dcWmCxegb2Ii129Ont/mtUOHsGvuXIV61X0sfdt/AZWQ1AL8V4QkeX/48pRrTOBCZaQp98Hn88HJzgabxUIOi4Xs1FQ8v34dIVIS7EqDwWTC1s0Nju3awaFdOzh36ACXjh3pxK/FBQW4+McfOLxundh5ymZDdPXQIWyfMwcURYEkSaw5eBAjW+Bd+PfwYWybPZu2lRm7YAEGjB8PPSMjGBgbQ8/ICJra2rh25Ai2i3zHLdU+RdNa3oGyrktRFHIzMpAQFobk9++RFBmJ5Pfvkfz+PcqKi+Wu/5PRo9F7zBiY29nB3M4OZra20NDUlPhtTt+wAe4+PshITERGtVCYGhODtNhYsfpIksS55GRYNDIMTXP0bSqhq/lQOiHpq6++wowZM9C7d2+FN6a1qO8ht9YLrkih5sr+/fhl0SJQAgEIksTszZvRf8IEiXIPzp3DX99/T5cbu2AB2nbuTMexKeZwkMNi4dGlS2LnkSSJM/HxsHJyatpNy0FTnktleTkykpKQkZCAmNBQHN2wQTxuEEHgzxcvoKOvj8LcXBTk5IDDZiM/Kwv5WVnIy8pCXmamcMvIkIhJIw0tXV04tG0LN29v2Li5wc7NDQ7t2sHGxQXMWp6hFEXh/atXuHrgAB6cPYvK8nKpdSpL3CA2i4VRtWxlSAYDV5pZiJN2XWkwmEzweTyxfS3RvobSEI1Ya3gHNmR5lqIo5KSnIy02lt5YcXFIiYpCRmJivd8ZIN1TsyFYOTlh0sqVGDR5MnQNDOQ6h6IovL53DysHD5Z4n5ssZCr5hPJDFuKUTkgaN24cbty4ATs7O0yfPh3Tpk2DTa0swB8adT3k1nrBz/z8M/Z9/TU9S+49diza1crvAwBRwcF4fOmS8EdNEGjftSsMTE3FhJqivDxwa+Xfag40tLTgN3Ag/Pz90dnfH/Zt2oAgCIUHrKv9fQyZNg2FeXnIz8xEXlYW8rOz8fz6dTy6cIE+z8jcHJUVFSgrKmrqbYpBEAQIKak8pGHr5ob+Eyag34QJcOnQATnp6fRz0dbTQ8A//+DqgQNICAujz7Fv0wZpsbEK7bQVybk//sAvS5ZI7N8bGIhOzSjE3T55EuunTJHYb25rC25lJYo4HAnhqCXb1xD+PXxY4ZouZbU5CwoIwMoWDAnAVFODu68v/AYOhHOHDuBWVaGYw4F9mzawdnZGWVER3r96hXdPn+LNgwfIz86WWs+8HTvwxddfNzjIatDdu1g5ZIjEROzL1avRqX9/tOnUCfrGxvQhRU6M5eVDEOKkUVVZieC7d3Hz5ElsPXdOeYQkAMjLy8PJkydx7NgxREREYODAgZg5cyZGjRr1QcZMqhGSXgQEQFfEnZbDZuO7MWPEBiiCJLHl0iUYmZsDgFyzotpw2GzkpKXBzNYWhtX1VJaVIe7tW0QHByPy5UuZ3kyKhKmmBlIk2aqAz5cIPAcANi4uMLa0hKaODjR1dEAQBB7X0iRJQ9fQEHpGRshMSgIgFCh6jxkDNx8f8Hk8euNxuWIbv/qTW1UFbmUluFVV4FVVobSoCLGhoYp7AHLCVFODjqEhCnNy6H3a+vpiApeWri46DRiAZ//+K/G+dB00CKEPH6KqooLeb2xhIfQiqhZumWpqdCJZdU1N9J8wASPnzoVn9+64ceSIUnqj5WVlYbKXFzhstsSx3wMC0GXgwGa5blVlJaZ37oyE8HCx/aIaIoqiUF5aiqT37zGre3cxby2CJHE1JUUphAc2i4XRUpbHlE3TpShkRV7/7vhxGJqZgaIolBUVIT0hAQfXrhU/mSDQoUcPlBYWgsNmozA3V9xWqpnR0tUVxhxzcICaujqY6upgqqlBTV0dDDU1MNXUwGAyQVEU0mJiEBMaitz09HrrNTA1hbWzMyiKQvTr10KBiiDg/8UX8PrkEwD/n4wRBIGwp09x6/hxoHoC/dnSpeg6ZIiwTPWGamGuMDcXOSwWzOzsYFw91lRXiBIOB1HBwTixdat4gwgCK/bsgZOnJy0U1nxy2GywWSyY29rCSCSO1v9P/X+5nLQ0mNnZ0WNlfdQlgHLYbLDT0mBiaYnM5GSEPHiAd48eoaKsDDwALwHlEpJEefPmDY4cOYJDhw5BV1cXkydPxoIFC+CmgIzYLUWNkNQNQMP9hFQoGwRBSBVe3X196bgvuoaG0DEwQEJYGG4dP04vL87fsQNdhwzBm4cP8TogAKGBgTLtKzS1tdFr1Cj0Gz8eXYcMgYaWlsyljrLiYjy/fh0Pzp3Dy5s3pWr2bFxdMW7RIgyeMkVsdgkon2aAx+ViYf/+ePf0KUytrJDPZotp00ytrHDg6VPYODsr/Nq/LF2Kc7//Dk0dHVRVVNDPes2BA1I1MP8ePozt1d8JIFyCO/jsGdp36aLwtjWUKwcPYvvcuRL7lUnTpWjkXQ6sr5xAIEBpYSGK8vOFtlBRUdDQ0gKDwUBJYSGKORykxcYi7u1bsFNTGzWhVaH8KLWQlJmZib///htHjhxBeno6xo0bh8zMTAQGBmLnzp1Yvny5ItvabNQISWOdnKAmEmOGz+MhKyWl3vPVNDRAMhioLCuj9+kYGEBdUxMCPh+UQACBQAA+jyfTvRsQdt6a2tpQ19SUOju3dnYGQ8Tdm8/nIyMhQaKcjaur0C1cRDIvKSxEXkYG/b+pjQ30jY3FZx8AivLz6YB1AGDl6AgjCwth7B2RsiSDAR6Xi6qKCmjq6NCdE0GSIEkSFEUhMykJSZGRUu+VIEmYWFnB0sEBVk5OMLezA7eyEqVFRTAyN0d5aSkSw8IQ9+YNSgoLZT4zgiCw8+ZNuHl50c88NyOjQcardQkgPB4PV/bvx29SlpR+un0bXQcPblB9APD8+nWs/vRTif2/PXgA3379ZN6rMvHzkiU4/8cf0NHXx9HgYGhqayMtPh4GJib48YsvkBARARtnZxyoFqIUxcPLl7Fm7FhhG65fh5uXF9Li42FXj/DIZrGQEhODv7dvR/C9ezC1ssKR4GCYt5KpAEVROL9nD35fuVKq9nb37dvoJuXd+liQV+hX1OTgyZUrWDtmjMT+rVeuoOuQIagsK0N5aSmqKipQVVGBrORkZCQmQt/EBDr6+ijIzcWLGzcQdPs27ZWqrqGBqspKqdfT1teHQ9u2sHF1RVZysjCIZ7WGyN3XF5b29hDw+aisqEAxh4O8zEzpoRYIAqL6FQqQyL3YFJhqalLfP0Wjpq4OdU1NqGlqQl1DA0x1dRAAvZJQo4XjcbngVlaiqrJS+FlRIVW41dbTg7a+PjQ0NcEVCHApKUl5hCQul4t///0XR48exd27d9GxY0fMmjULX375JfSqI/ueOXMG8+fPB4fDUXiDm4N6bZJEZjNLf/sNlo6OeH3vHl4HBMgUAhrChOXLMXbhQrFs3YqabYnS0h2TVNU6QcDEygq5IgIbILRnkmWkrGtggF6jR6P/hAlgp6Xhl4ULFfpcGnMfTbEL+lCiXsvi1okT2DB1KgBg59Wr6D1ypNjx3MxMzPvkE7ASEuDi6Yl9jx7BoJZmrDFkJCdjmo8PigsK8OWqVVi8a5dweaakBKVFRaiqqEBlebnws6IC3MpK4TOu7uIoikJFWRl+X7ECGcnJcGzXDj8cPQo9IyNhp6unB63q5eTmpDA/H1tnzsSjK1cACIMyJkZEiGnitHV1seX8eXQfMqRZ2/JfQVG/ufLSUlw/dAj/bN+OvKwsiePdhg3DxOXL4du/v1hQ18aEWpDWPlnLldN//BHF+fnISExEekICWHFxUoWfTgMGoNuwYWjr5wd3Hx9o6+lJ7SsHT5mCxIgIxLx+jZiQEIQGBoIVFyfzuWjp6kLPyAhMNTVkJCbW+xzVNTRgYm2NzORk+vepoa0tpmioC1HHFaUz3DY1NYVAIMDnn3+O2bNnw9vbW6IMh8OBr68vkqptUZQdebzbZL3guZmZuPjHHzi5bZvEea5eXrBxcYGukRH0jIxAkCTOVHfsNTRWw9GYcq2BtB/g8BkzwIqPx+t79xBy7x6C792TalDdZ+xYDJ0+HZ39/aGuoUHvb43nomiPoQ816nXMmzeY06MHKisqMHPdOszesEFquYykJMzp2RO5mZlo37Ur/rh3D9q6unJdo7SoCNlpacLQCunp4LDZyM3MxO1//kFRXh40tbVhZG6O0sJClBQWKtQuhSRJaOvpQUdfHwampjAyM6M/Dc3MYGZtDTMbG3rTNTBokFAV9vw51n3+ObJSU8FUU8PiXbswYckSoTdYfDyMzMzw8+LFCAkMBIPBwDd//olRjUg6q0ISRf7mgu7exUopmr6meJ0qcmKcnZaG8Y6OYrZ4TRlrpApxJIlDoaFw8vCgvXRllVu2Zw+ykpMR/fo1YkNCZK4OMJhMuHp5CYW4Tp1gbmeH1cOH1yk8Kp2QdOLECYwfPx6ampoKb0xr0dSH3JBZyoc6ODaF+n6Ar+/dw3J/f4n9yuLmXoOihVFlFm6lUZifj686dUJmcjJ6DBuGn65dqzMFSmJkJOb17o2i/Hx0HjgQP1+/DnUNDVSUlYFVHecmvXrLSExEZnIystPSGhRjpwYGkwkNLS1oaGpCQ0tLqNpXV6eNXUUFGW5VFUoKC5FTbVSrrqkJXlVVo4QtLR0dWDk6CjcnJ1hXb3ZubrB1dYVGdT8pEAhwYscOHPzhB/D5fNi6uGDz2bNo26mTRJ3cqipsnTULt06cAABMW7sW8zZvbnYN13+B5tSSK0IbrMgJYGtN7OSxJQs4dQqbpXinSkuIXF99SickzZgxA7/99hu9tFZDaWkpFi9ejCNHjii0gS2BIh5ycyx7/Vf40Jef/gvw+XysHD4cL+/cgY2zM46+fg19IyOZ5SmKQj6bjcCLF/Hb8uXgVlXByNwcDCZTYqlVGvpGRjCztYWZjQ14VVV4/eABAGDi0qXoNmQI9AwNoWtoCF0DA+gaGkJDU7PBQsTVQ4ewbfZsAMDWCxfQfcgQlBUXo7SoCMUFBSjMyxPGycrJQWFuLvKzs5GbkYGc9HSwWSwUFxTUWT9BEDCrtv0ryMlBbmYmAKDP6NH44dixOuP3UBSFQ+vX4/DGjQCAQV98ge+PHBHTqKpoXT6ECW9rTewUtbwoT31KJyQxGAxkZmbCvJZbX25uLiwtLcGrIzaJsqKoh6wSfhrPh9Dh/Jf58/vvcWzLFmhoaeHQy5dw69iRPlZaVIT48HDEvXuHhPBwYR66yEiZKStqsHJ0hEeXLrCpTs5q5egIS3t7mNnY0Etz2WlpmOLtjaL8fExcuhTLd+9W6H39umwZzv72GzS1tXHw2TO4SzEfkEVFWRnYLBYyk5ORkZREf2YkJiI1NrZOhwN9Y2M4eXjApUMHenPt0EFCcLp+9Ci2zZkDPo8Hnz59sGrPHhTk5Hyw6VU+NlR9fuNRVJ+vNEJSUVERKIqCkZER4uLiYGZmRh/j8/m4du0a1qxZgww5ZonKxn8lLYmyo+pwlA82i4XrR4/iYHVqlGW//gpLBwfEvX2L2LdvER8WJjS+lAJBELBxcYGThwe4lZV4eeeO2PH64gHxuFzM79sX4c+fo52fHw4+ewY1dXWF3h+Px8PK4cPx6u5dWNjZYefVqygpKGiyEPL81i2sGDZMYr+lgwOy63BHt7S3h5u3N9y9venP1Lg4rP3sM7FlyA85vYoKFTUoos9XGiGJrF7bl1kRQWDDhg347rvvFNa4lkIlJKlQIQ6Px8OxLVtwSCRti7QUHzWY29rCtWNHuHToAGdPTzi3bw+Htm2hqaUFAAgJDMRCKVns7dzd0W/sWHQeOBAde/akbXjYLBb2fPMN7p4+DR19ffz95k2zxFwCgOKCAszs2hWpIjnAGiuEsBIScOD77xFw5ozU43sDA9G+a1ekxsQgMTISCeHhSAgPR3xYGNjSXMAhTGhs6eAgETyTIAjsvnMHXQYOVNkrqfjPojRC0qNHj0BRFPr374+LFy/CWMSlV11dHQ4ODrC2tlZ4A1sClZCkQtlpziz2VZWVSAgPR0xoKL3FhYWBKyUGDFNdHS6ennD39oarlxfcvLzg0qFDvS7+0iJL10ZDUxNen3wCXQMDBF68SGtbxs6bh2/272/aTdbDm8ePMb9PH7F9DYl8nZeVhSObNuHKwYMyBcn66ivicJBQvWxZo6lLjIioN6WQtp4eOvbsiX5jx6L7sGEwt7FR+PvSnO+fIlD29qloPpRGSKohJSUF9vb2H9XMRSUkqVBmFJnbq6ykBHHv3iH2zRvEhIYi9s0bJERE1JnnTJSmpBsRjXxNMhhYtGMHjMzNEXzvHoICAmjD5tq0RJoOmZouNzf0GTMGXfz94dWrl5imKy0uDsYWFrh7+jRO//ILKqpjvHQbPBjzt21DTGio2P3KigheFzwuF0lRUXh9/z5+W7FCrnNEY44RBIFv//qrScty/x4+jG1z5oBSYG45RaLs7VPRvCiFkBQWFgZPT0+QJIkwkeSb0ugoYtD5oaASklS0FnXNgAvz8vDy9m2snzJFIraWPEIDJycHsW/eIPbtW/ozNSZGqj2Mmro6+DxenZoeRQgrbBZLaoRsiqKQ9P49Lu3fjwt790qc19xpOuTVdHXs1Qu6BgZ4ePmyWAwaAPDo0gULt29HJ5Go6bLutzGICpkESWLU7NnQ1tND6MOHSIqMlBmMFQA+GTkSHXr0QBsfH7j7+MBIxKa0LsJevMCcHj3E9ilTbjk2i4VRDg4S8YCUpX0qmh+lEJJIkkRWVhbMzc1p2yRppxEEAb4c2dCVDZWQpKI1qK0hmrB0KYzNzREdEoKo169lGkQD4kIDn89Hamws4sPCEP/uHb1ckyPDiULX0BAlMtzXbZydMWDCBPQfPx4xoaHYMW9ekzQhDUXRCV+zRYRQi3rOl9B07dwJYwsLBAUEIDggQObzBIA1Bw9i1KxZza5hr0vIzE5Lw+UDB3C8dsJSKZhZW9PLpW7e3nDz8oKdmxsY1QmvC3JzcWzLFpzfs0eqlnHt4cMYOWOG4m6skez79lv8vX27xP6POfedCnGUQkgSXWJLqSeXmYODg8Ia11KohCQVLY20GbA0LB0dkSVFWOo5YgQMTEyQGBEh1CJUVEg9387NDe4+PkJvKS8vZCQl4adFiyTKjZk/H6NmzkQbX1+xgV6RmhB5qS2sNFY4u3L4MLaKCKFrDx7E6HrqqUsISY6OxsV9+3Bhzx6J85RlUK5PI6ajr49SKdHtAaGmzL5tWxAAkqKipNqk1aCuoYEVv/+OUbNnt4rpBUVROLp5M+11WZtzsbGw/4CSrKtoPEohJH3sqIQkFS1JWUkJts6ahXtnz0oc8+3bF92HDIGFvT3UNDSQnZqKh5cv4+3jx3XWqaWjA5cOHYSG1B07ws3LC64dO0KnOujr++Bg7F29GiGBgVLPV5ZBvoamCmfZLBY+laKRupacXK9Gqb52KVLT1RzUFjJnrV+PmNBQPLp8GYBwabXfuHFw9/FB3Lt3iAkNRWZysszlOk1tbdreiiAIWNjb04m/B0yYgG8PHqwzMKai4XG52D53Lq4fPQoA6DZkCIICAsRy342eMwdrDhxosTapaD2UTkg6fvw4TE1NMXz4cADAN998g4MHD8LDwwOnT59WaZLkQOWJ8eHSlO+OoigEXryI3cuXS3f3Jgg4tm1b54BFkiQMTE1RkJsLSiCAprY2Zqxbhy9XraKXSkRJjY3Fn999hwcXLgCozvrN44llEle2QV4R3D13DmsnTpTY/2dgIPyaKAwqStPVnEgTMsNfvMC+NWvwplrg1tDSkpplXd/ICLZubigpKAArPr7edC1aOjoYMGECfPr0odOxGJmZ1alhauzvqLSoCN9+9hmCAgJAkiRW7d2LsfPm0febm5mJ9V9+CYqisOn0afhPmiR33SqUl7reF6UTktq0aYP9+/ejf//+ePHiBQYMGIDdu3fj+vXrYDKZuHTpksIb2dy0pJCkSE8lFS1LQ7+7spISZKemIiMpCZFBQbh5/Dg9A5dl11cDU00NNi4ucG7fHk4eHnDy8ICjhwfs3d2hoamJpKgobPrqK7wPCgIgXH5bc+AAKIEAaXFx0NHXx9W//sK/hw6Bz+eDIAgMnToVszdsQPC9e0o/yDeF1Lg4zOvXD+zq3GyirNi9G18sXdrka7TGMqQioCgKL27dwm8rVyIlOlri+NxNmzD5m2/ooJ2VFRVIjY1FUmQkkt6/R2JkJFJjYpAmI8t8Ddp6erB1cYGVk5MworqTE6ydnWFhZ4dHV67grx9/bLA3GpvFworhwxEfFgYtHR1sOXcOPaQE7KyJDq+tp4fjoaGwc3VtwBNSoWxcOXgQO+bPl/m+KJ2QpK2tjejoaNjb22P16tXIzMzE33//jcjISPTt2xc5OTkKb2Rz01JCUkZSEsa5uiq9J8aHoOlq6TaGvXiBuT17igk2BEli/d9/g8vlIjcjA2wWC9lpachOTUVWSkqdaSlqMLW2hrGFBRzbtUMbX184tGkD+zZtYO3kBCaTWee5PB4Pp376CX/9+CO4VVUyNQM9R4zA/K1b4dqhA73vQx3k6yM+PBwL/f2Rl50NY3NzFOTlCZdhCILWns3buBEzv//+owpj0lCC7t3DEilJpeVdduXxeMhISkJMSAiObd0qEeiyoXj37g3fvn3h2a0bLOzsYGplBT0jI+RmZNAC2eYZM5CTng4TS0v8fOMG2vr6ymzbov798fbJE7j7+ODQixcfXc67jyUOVu3r8vl8pMbE0M4rYc+eITokROK8zxYtQr9x49Che3dUVFYql5Bkbm6OO3fuwMfHBz4+Pli+fDmmTp2KhIQEeHl5oaSkROGNbG4UmbtN9AuvMfYMCghA8L17CL53T+oyytf79mHc/PlNuQWF8SFous7v2YNfli5VWFwUblUVEiMjER8WBl0DAxAkiezUVEQGBSEhLAzpiYmNykxfGytHRwyZPBntOneGnZsbrJ2c6Lg7TSExMhI/fP651IFq28WL6Dd2bJOv8SEQ/vIllg4bhiIOB+5eXvjjzh3wuFykxcfDxtkZ5/fuxd87dwIAPp0+Hd8dOACmmlqrtrkh3neKRJG2VRRF4fi2bfhTwdkWSJKUWOozMDHByFmzYO/uDkMzM+gbG/9/MzKiNWBsFgtTvL1RmJeH8YsXY+Xvvyu0ba2JouNCtVafL3pdEARsXVyQl5mJ8tJSuevQ1NaGR48e2H/vnvIISV9++SWio6Ph4+OD06dPIzU1FSYmJvj333+xdu1aREREKLyRzU19QpI8UrboF04QBDy7d0dWSgpypKj8pdGpXz9MXbMGXfz9W22Gm52WhtGOjuKaLpLEmehoqZ4i8s4+FDFLKS0uxtNr13Dj2DEEBQSIHSMIAjsuX4aWri7KS0tRUVqKsuJilJWUoKy4GOUlJSgtKkJpURFKCgtRUliIsupM78UcToN+lI2lJqBfc323TdUMfOgEP3iAFSNHory0FB27d8fuGzegb2QkUe7Cn39i58KFEAgE6Orvjx0XLkC3lZw1GuN9p0gUaVslKxinb58+aN+tG2xcXGDj7AwNLS3M7dVLQttpamWFfDZbzPi6MWjp6EDX0BB6hoYQCARIjooCAHTx94drx47Q1tP7/6arC01tbWjq6EBLRweaOjrQ0NKCppYWijkcsNPT4dy+PSzs7JrUJqDpfWURh4PXDx7g8eXLuP3PPxLnfbFyJfp/9hna+vmJaaDru27s27eY5usroSHfceUKOnTrBkNTU0lv1yb25TW2mWvHj5d6XFNbG+4+Pmjn5wdrJyfsXrFCbEwiSBKfjByJ8OfPwWGzwQMQAiiPkFRQUIDvv/8eaWlpmD9/PoYMGQIA+PHHH6Gurv5B5267e+ECdLS1xY69unMH537/HRRFgSAIjF+8GJ7duyMvMxN5WVnIy8pCRlIS3j15IrVuJpMJJ09POlllenw8LuzbB6pamLJv0wZpsbH0jMnGxQX9P/sMHbp3R1F+PnIzMmBiZQUDU1Pxiqu/NkrKJ/2V1tpXmJuL3MxMmFhaQt/YGBRFoSg/X5g/KiICcW/f0l4stTG1soK5vT0s7OxgbmODbBYLjy5dop9L71Gj4O7jAwGfDz6fT3/GvX0rJtR07NkT1k5O4HG54PN44HG54HG54FZV0QINyWCAEghQWVGBkoIClBUX15uaoTnQ0deHtbMzXDw94dmtG1JjY3F+zx7hd0eSWPH773Dr2BFRr18jOiQE0SEhUu08gNYJhqiMS7nNwcOrV7F24kRUVVaiy8CB+OnyZWjr6sos//TGDXw7cSLKS0vh1rEjdt+40aJaHKD5vO8aiqKWXRvy/skSznhcLiJevUJwQADunz9PCziiDJgwARqamuDk5KAgJwfFHA6K8vNRXFBQp41fU2AwmdDU1oa6pibUNTSgpqEBdQ0NMNXVhbEBeTzoGBhAW1cXTDU1iS0lOhphz5/T9Xn16oU2Pj7Q0NGBmpoaSAYDJIOB2Ddv8OjyZbpP9e3bFwwmE6mxsXUmRRZFQ0sLTu3bw6VDB1SUluLB+fN0fUOnToWZjQ3SExKQkZiI9MREFObl1VmfupYWTCwsYGxpCW5lJWLfvBEeIAiMX7QIXQcNEisvbRJYs6+spASv79/H81u3wE5Lk3q9ScuWwW/AAJAiTiiv7tzBuT/+oPvdCYsXo+vgwaAEAmQmJ+Pdq1fYfOKE8ghJHyM1QlInAHVbgahQdkiShImVFezc3GBqbQ2SJMGtrIS5nR109PXBTktDalwcEsPDUcThyKxny7lzGCBlplPfoJIcHY3P27dvFbuz1vC6kne5SNHLSjX1xYWHY/eKFeDz+eg3Zgy2nD4tl/1JVEgIlo0YgbysLJjb2OCHI0egpqbWYsterwICsLDWAAMA648dw4hp05r9+s1BQ96/+n5HDRX6+Xw+SgoLUZiXh9JqbXFJYSGK8vNxdPNmZKWkwMTSEr1GjEB5WRnKiotRUVpKa57La/4uK0P5B2gy8l9G6TRJgFCbFBQUBDabLfYSEwSBKVOmKLSBLUGNkDTJywvqIhJseUmJWGZwUZhqavSMgsFkIj87W6KMa8eO9Bq5LEQlbx6Ph/zsbORnZ0tVOxtbWAhVwiIzGk5ODtITEugyti4uMDQzQ1VlJbiVlaiqqEB5aanU9tWgo68PAxMTGJiaorKsDImRkfQxNy8vmFhZ0R1PEYeDwtzcOj1bFIm5rS26Dx2KnsOHw9XLC5ra2rh//jx+WbJEuCbPYGDxrl3gcbm4evAgWCLPwtrZGZlJSTJnYBpaWvDo2hVvq5M319BUoaY1XcRb0iD7yuHD2FJtG0GQJBbv2IHx8+dDU1tb7L1W9LKSaH01DJ86FT8cPizT2J2iKHoQLaleemUlJODAunViXnAEQaD3yJFw69gRBEkKMwxUf5IMhnB5ptamb2QEfWNjGBgbQ0dfHyRJ1tl+HpeL5SNH4sXt2xLHSAYDk1euxKwffqhTG6asNFcalqb8jjJTUjDNxwdFHA5Gz5kD/0mTxJaLMlNSaLvRF7duyQy22RoYmZvD0sEBRmZmUFNXB0VRyExJQdzbt3QZZ09PmNvYQCAQCN/x3Fzks9lShT01dXVa66WlqwstHR0U5OaCFR9Pl7FxcYGxuTn4fD64lZW0Rr+uMUS0fgaTKXNFQkNLC4ZmZjAwNkYRh0N7+wKApYMDDGuvmNRCWl9exefjzLt3yiMkXbt2DV9++SVKS0uhp6cn1hkSBIH8/HyFN7K5kWWTJHU2Q5I4GxMj4VaqyIHx2c2bWFkdh6oumGpqTRJWZq1fj/GLFsHAxERsf30dnTTbJYIgMGX1arGgciWFhTixY4f4ejdBoOvgweBWVgpV5RwOCnJypP6o6rLjkdZGgUCA1w8e4MqBA3h4+bJUQdPNyws9hg9Hl4ED0aFHD6hraDSLUPOxeo/VkM1iYYSMiOFMNTVacNDU1kZ0aKjY8aYsK0lbpgKA3TduQMDnCz0MWSywWSzkpKeDk5MjXJppIcGeJEnoGRnBxNISplZW9KeZtTUs7e1hbmODw5s348n162AwGBBQFC3su3h6Iu7dOwCAha0tVuzejf5jx7aqF15rGZbXoKjf0eOrV/HN6NH0/wRBwKdPH+SkpyMtLq7OcwmCQOeBA1FVUfH/Pis3V2pEco8uXeDRufP/bbC0tbF8yBAJjdiFuDho6erS9aXFxmLjtGlyT9YUrYlrVH0kiWnffou0+HhEh4SICVq16T9+PL5YsQLtu3ZVeER/pQsB4O7ujmHDhmHr1q3QrmW/86FS10NWpApZXqS9kARBYPDkyShgs8FKSEBmcnKdmdv1jY2F8UmcnWFoaopL+/e3irZEnnLNYU/z4OJFrP3sM4n9smyDPnahRtG8DgzEPCmGuvLS0KCOBbm5SI6Oxr/HjuHfw4cbfV0tHR3oGhhAW08POvr64PN4iKmxsxDBt3dvuHh6QiAQCDc+H3weD5UVFagoK0NF9dJMWUkJSgoKUJifL3P2LAtLBwc4tmkDPSMjtPHxgWeXLshIScFf69cjs3qG3W3QIHyzZw80tLRaXFhpbcNyRcJmsTDS3l4siGoNDAYDHl27oou/P7r4+yMpMhI7FyxQWJ+lyL6yIbR0fUUcDq4dOYI/Vq2SOLc5bTKVTkjS0dFBeHg4nJ2dFd6Y1kIu7zYly1/F5/PxPjgYc3r2lPBGOxkWBuf27RtUX2OQ97nIU07R7fsvGzK3BI+vXcOKkSPF9pEMBs5FRkJTWxvFHA4K8/ORFheHrXPnSqjJp37zDRZs2SK2PEZRFPKys5EYGYmEiAgkREQgMTISKTExKKxHQ21oZgZrBweY29rSm5m1NYzNzWFkZgZDMzMYmZlJhFyQpZkiCALTVq/GnPXr5Y6xU1VZSWsZ8rKykJuZSW/s9HQE37+PIjk07TUCXG5mJu3mXdO+lhJWpGkKW8OwXFHI8r6bu3kzxi9aJJFWRdF9liL7yobQ0vW1Rr+rdELS2LFjMWnSJEyYMEHhjWktlDV3W2v9UFsLRbfvQ0gf8SEiEAgwo0cPRLx6RUcOJxkMrD1wQOrgfeXwYWyt/h5Egzo6eXhg6BdfgJObi7h37xAXFlavtw0gTJtR481EkCS+/uMPTFiwoNH3I9o+ksGAh58fIl69AgA4e3hg/fHj8PDza3T9PB4PP0yejICzZ8FUU8PWM2fg4umJ9MREpMXHIy0uDqlxcUiLi0NGUhL4crjBj5wxA/4TJ8KnVy9oimj0FbE8JhAIsHXuXFw5dEji2E9XrqDvqFGNqrc1aa7BW9n71NagpftdpROSDh8+jI0bN2L69Ono0KED1GoFYxtZa3b5IaCsQpK8qH6oslE9G8Vz8+RJrJsyBdq6ujjw8CFKi4th5+oqc1AuKSrCq4AAvA4MRH52NiJevUK2DBdggiBg5+oKF09POHl4gJ2ejrtnzqCqogJaOjpY+tNPGDd3Ltjp6fT3qjBvOZH6Hl65gq1z5yKfzQaDwcC0NWsw64cfwMnJaZAQwuPxsG7KFNw9cwZMNTXsvHgRvT/9VGZ5blUVUuPikPT+PZKiovA6MBAhDx/WeQ1tPT3YOjtDR18fb58+FQqtjdQ45WVnY92UKXhVKxZZDRa2tvj1+nW4e3k1qF5lQDVpajlast9VOiGpLs8NgiDkmgUpGx+6kKRCRUtRVlKCcW3aICcjA4u2bcNXa9aIHS/icBDz5g2iQkIQHRqK6JAQpMowjBV1PLBxdsbSnTvh2rEj2CwW1DQ0sO+772gBwa9fP/xw+DBsnJya9f5EKcjNxc7Fi3H3zBkAgJm1NXKzsuglsLqEkGwWC8nR0Ti3Zw8eXb0Kppoatp8/32AtjKzlQA1NTVRWVNR7/pSvv4Zfv35o16kTjM3N6yz76t49rJs8GXnZ2dDQ0oL/xIm4eeKEUKggSegbG6MgNxea2tr48ehR+H+AqwmqSdPHh9IJSR8jKiFJhQr52Pf99ziyZQtsnJ1x6MkTJERG0sJQVEgI0hMTpZ5nYWeHNj4+aOvrizY+Pmjj4wNzGxvc+Ptv/LR0KUqLisBgMiHg88XslzS1tbFk5058Nn9+va71zcX9ixexdc4cCbsogiSxZu9e2Lq6Qt/ICHpGRtA3MsL9Cxewbd48WrAhSBK7Ll5EXxHvqoZQezmwZlmzuKAAr+7dw/Nbt/A6MBAZSUl11mNha4u2nTqhXadOaNupE9r6+sLU0hI8Hg8H1q3Dse3bQVEUXDw9se3sWTh7eIhp2DS1tfHd55/j5d27AIDp336LeZs2gSESNkWFipZGqYWkiooKaCog91Rro2xCUmu73ar48Gjud4aTk4OnN25g86xZ4PP5MDI3B4fNllrW2tGRHozbdeqENj4+MDIzq7PtP0yejNBHjySOHXryBN69einsPhpL4OXL+LqROfAIksT1lJQmfS+1lwOlHZemcaoPQzMz8Hk8FFcHVh3y5Zf47uBBaMnwXObxeNi7di1O7NoFAOgxdCi2nDoFPUPDht2QChUKQumEJD6fj61bt+LPP/9EdnY2YmNj4ezsjB9++AGOjo6Y+QGu8SqTkCQaoO9Dd7tV0TIo0lWboihkJCcj5s0beot9+1Ys4KIoti4uQkHI11eoofD1hYGxcYOvG/zgAeYPGCCxv6GhApoLqUIIQcDDzw8VZWV0vBtpCayBlrmP2hqnmd99h3w2G7f/+Qel1QmaSQYDeoaGdRrIG5mZ0Vo/d29vuHt5wc7NTUxjdPvUKWyaOROVFRWwd3PD2gMHAKDFJ3aqCaUKpROSNm7ciOPHj2Pjxo2YPXs2IiIi4OzsjHPnzuHXX3/FixcvFN7I5kZZhCRpsWc+ZLdbFc1PRkoKRjk5ScTAkuedKS8tRUJkJOLevUPsu3e0h5m0iMM1XmwAMHnlSvQaPhxtfHwUpkFQllxmdSFr2UuUtPh4jG3TptVc56VpnMpKSnDn9GlcOnAAUSEhUs/rPmQIctLTkfT+vVS7Ug0tLbh17Ag3Ly/hZ8eOEAgE+HHqVGSlptLlWnJi9zHFcVLReJROSHJ1dcWBAwcwYMAA6Onp4d27d3B2dkZ0dDS6d+8OTh35sJSV1haSstLScHD9elw7elRq2PXdN26g17BhLd4uFcpLVWUlbp44gYPr10vV8nz61VeYv3kzzG1sUFFejtTYWCS+f0/HH0qIiECGjJQtTDU1uHh60rZDbh07YufChYiPiMBn8+djzb59DWprNouF1Lg42Ncz25dHCGlt6lv2ApT7Pi4eOIBt8+ZJ7K/RdFVWVCA+PBwxb94gOjSUFpxlBco0trCQSFehsOXFWhqikqIioVPA69d48+QJHl29KnHeiK++Qqc+fdDOzw+ObdvScbhUGqePF6UTkrS0tBAdHQ0HBwcxIen9+/fo0qULSj7A5ICtJSQV5ufj2PbtOPv776iSEuK+Bo/OnbH//n3o6Om1WNtUNC+N7bRLi4tx6cAB/PPLL8jNzKy3vKa2NirLy2XmrzM2N4eblxfcvbzoT8e2bcEUCe1x6eBBbJ07F3qGhrgcF1dvfiVRLh8+jE0is/0fDh7EmDoEBnmEkA8BZb2Pxmjs+Hw+0uLjEffuHWLevEF8eDjiw8PFNEi1MbawoN8lhzZt6M2sOul0XYhqiAiCQPsuXVBcUIDU2FiZ77E0NLW14e7tDQ0tLbx+8KBJoRFUKC9KJyT5+flh2bJlmDx5spiQtGHDBty7dw9PnjxReCObm5YSkmoGRnNbWzy4dAnHt29HcUEBAGEahMU7diAhMvL/s1CShJqGBirLy+Hdqxd+v3Xrg0x6KQ//pZne5b/+oqNQEwSBeRs3YvKqVRLRoIH/Pxd9Y2MEnD2Lc3v20PYl2rq6sHFxQVF+vsy4QzUQJAk9Q0M64jNBEFj2yy/4ctmyOs8rLijAGDc3FOTmYtVvv2HSkiVy3ycrMREjXF3FUkGQDAZuKdES2n8RRWm6igsKEPzgAVZ/9pncwouGlhZsXVxg5+oKO1dX2Li4wNbZGVaOjrC0t0dBbq7MnICA0EvSw88Ptq6uOPnTT+J5IUkSo2bMQGpsLKJDQ1EmY8JOkCQuREXBwd29wfesomWRZ1xo9vGbaiD//vsvZWBgQG3fvp3S1tamdu3aRc2aNYtSV1en7t6926C6tm7dSvn5+VG6urqUmZkZNWrUKCo6OlqsjEAgoH788UfKysqK0tTUpPr06UNFRESIlamoqKAWLVpEmZiYUNra2tSnn35KpaWlyd2OwsJCCgBVWFjYoPY3hMuHDlGdSZLqBIhtEzt0oJ7cuEEJBAK6bFZaGhUcGEhlpaVREUFBVB8DA6oTQM365BOqtLi4wdfOSkujgh88oLIa8EwUhTzXvrB/P+VX/Ww6kyR1+dChFmxhy5ISGyvxDtRsgywtqS98fKh5/ftTS0eMoD738pJZVtrmR5LUcHt7avGQIdTOxYup/T/8QH09bhzVW19favnODEa978TPy5dTnQDqs3btKG5Vldz3mZaQQI1q04byAiS2oMDAJj5F+chKS6OCWum9V3ZE+5imcvnQIaozg0G/g12q/x7u4EBtnT+fWvbpp9QYNzd6f11bDy0tqfu3L1xIRb95I/YOil63M4Mh1m/w+XwqKSqK+uPbb6XW11Nbm9q+cCEVFxbW5PtX0XDkGRfOyzkuNPf43agQAHfu3MHWrVsREhICgUAAX19frFu3DoMGDWpQPUOGDMGkSZPQuXNn8Hg8fPfddwgPD8f79++ho6MDANixYwe2bNmCY8eOwd3dHZs3b8bjx48RExMDverlp/nz5+PatWs4duwYTExMsHLlSuTn5yMkJESuGB7NLYlGvHqF6d27S8y2VuzejYmLFtXbxoigICz090dpURF8e/fGbzdvQqv6+dSHqLccQZL4rgVVzbUNK6etXg0XT0+wEhORnpiI9IQEpMbGIjcrS+w8giCwYOtWdB04EK4dOojlzmotjVNDr0tRFMpLS1GUn09noU9LSMBfGzbIdJ2XBwaTKZyBOzvDxtkZttXZxh3c3WHt5CQ1z1hFeTn+2rgRx7dvlzg2evZsLNi8WWqgweToaEzs0AF8Hg9/3L6N7oMHy9XGO2fPYtOcOSiRYgDeUpqki3/9hc012jqSxPd//olxs2c36zX/y4guL2anpWHFyJEoyM2FlYMDfrt5E84eHuBxuchMSUFafDxYCQnCz/h4ZCQng5WQINMzUBSCIGBkZgZTKyuYWllBS1cXJIMBO1dX2Lu7w9jcHAYmJjAwMYGhiQlKioow0tGxztAIHbt3x9i5czFwwgQU5uX9ZzTaQOv0p5f/+gtb580TagsJAh26dYOhqSntIVqUn4+i/HypJijDp02DX9++YjZnSrfc1pzk5OTA3Nwcjx49Qu/evUFRFKytrbFs2TKsXr0aAFBZWQkLCwvs2LEDc+fORWFhIczMzHDixAlMnDgRAJCRkQE7OzvcvHkTg+Xo2GU95Ka8QDweD89u3sSlAwfw7OZNqWUa4hYsJij16YPfbtyoU1AqLy3Fhf378dvXX4vtJwgCVxMTYe3oKO+tSKX2s6mqrERmSgrSExPBSkhA3Lt3uPzXX026BiA0Inbt0AHt/PxQWV6OW//8I3fE44Z+dxRFgVtVJczyXlaG8upM73fPnMHfO3fSy2ODJk2Ci6cnSgoLJbai/Hw6uWtNNGl5IUgSugYG0NLWBpfLlSpM7bt/H12kJOqsj7ri6DDV1NBvzBiMnTsXfv36gSAIZLNY+OazzxD56hU+GTECv167Vu81ysvKsGvZMlyq/t69e/ZE35Ej8fvatcK8bQC6DhyIAzJSXiiKbBYLQ+ztJSYlnl26wLtnT7Tr1Ant/fxg7+YGkiTlNixvjna2xnVbgrT4eCwdNgypcXHQMzTErsuXpfZ13KoqHNm6FYc3b4aAz4eugQHad+mCoHv3hN8fQcDGyQm8qirkZmWBz+M1qB0MJhOaWlr0EjUAePj5wdjCQpgvLz6eXtpjqquDV1UFQNhPztu0CSOmTYOmtjY0tLSgoakJgiAa/1CUjNqT2DX792PsnDlSyzZVmKIoCpFBQbh6+LBCxgVAuHTbxscHhJoajjx6pDxCkrOzM4KDg2FiYiK2v6CgAL6+vkiUEXFXHuLj4+Hm5obw8HB4enoiMTERLi4uCA0NhY+PD11u1KhRMDQ0xPHjx/HgwQMMGDAA+fn5MDIyost4eXlh9OjR2LBhg8R1KisrUSkipRYVFcHOzg6Pbt6EbrXg8eTGDZzYuZMu8+lXX8F/4kSxZJI1cNhssFksmNvaggLw9MYNPL1+HQW5uTLvlSBJbD97Fkb1pAoAQHf2Se/fY/eqVagoK4O7tzcWbdsGDS0tsbJpcXF4cv06XgUEyPRIMbG0xPRvv4Vrhw5iA0nN39L2idqV3D59GtePHaP/19LVRbmcBvtWDg6wdnKCkZkZjMzNoaaujtO7d0sMaHaursjJyJB5D/S1dXSgrqUFdXV1qKmrg6mujvKSEuRkZNBl3Dp2hImlJaoqK8GtrBT7rKqoQGV5OSorKlBVUdHgYHz1wVRTg66BAYo4HAj4fGjp6sLV0xMRr17RWo4Za9di3Lx5MLawEPPGUbRLfG1blOFTpiApKopO5goA9m5ucPP2xoMLF+jvZP7mzZj53Xd11p3w/j2+mTABCZGRIAgCM779FvM3bACTyUQ2i4Vbp05h9+rVIEkS/wQHo52vb6PuQR4ObNiA/evX11tOR08PplZWSI2Lo4166zMsVxQNNWj/ECnIzcWKUaMQ9vw5mGpqWHfkCIZNnkwfj333Duu/+gqxb98CAPqPG4c1+/bB2NxcquG7QCBAQW4ucjMzkZORgdzMTHDYbHBycpDPZoPDZiM/OxuFeXkoyMuTSzPVUDS0tKCppQWmmhoIkoSWri60dXWhrqEBNQ0NqFX3QzV9EVNNTbgxmfTfDCZTcmMwQDIY9GfN3wRJgiRJ4b7qvwmSBEEQEn+DIOi/C/PykJuVBTNraxiZmYEgCAgEAmSzWGDFxyM+IgJBUiYr6hoawomanh50dHWhpaeHkoICJERE0GWGfPklBowbB10DAwmhkZObS4+FRqamSI6JQejDh3j98KGEF6Qo/hMmwKl9e+jo6UFHTw/cqirsXLRIfFwgCHwyfDiy0tKQGhtLf798AG8B5RGSSJJEVlYWzGsN7tnZ2bC3txcTPhoCRVEYNWoUOBwObfz9/Plz9OzZE+np6bC2tqbLzpkzBykpKbhz5w5OnTqF6dOnS1x30KBBcHJywoHqIGeirF+/Xqrw5A1AFWBfhTx4VGsldA0MxDZ9Y2MYGBtDz8gIBsbGePTvv9jw1VfgVlWhQ7du+OXff2FkZtZqruTSrhvz9i0uHTggFnRQFFnCWTaLhZTYWESFhmL/unWoKC+HiYUFtpw8iW4DB0rUs3rSJNw5exYefn448fJls6SzSIqOxuedOkkI1yRJYvlPPyEjKQmRr18j5s0bqbnPWmI5MJvFwlApAvDHaNBeUV6OH6dOxf0LFwAIc8l18/fHizt3cOb338HjcmFgbIzV+/bBf8IEhWpqKsrLUZSfj8K8PBQXFNBbSfVnaVERSouLUVpUhIykJLHJgooPh+YWkpjyFvz333/pv+/cuQMDAwP6fz6fj/v378OxCUs4ixYtQlhYGJ4+fSpxrPYPp2bZoy7qKvPtt99ixYoV9P81miQ7V1eoMRioKCur11uoLjQ0NaFnbAxtXV2xNvD5fPCqqoQzDKbcj16CyvJyZKamiml3RNHR04OekRG0dHRQXFAg5ipuYmmJqooK2quOJEkYW1hAvzpKck17az65VVX0GnFdyYttXVygZ2QEono2QxAEODk5Yrm87NzcYGppCZLBkJj98LhcYaZ3XV1o6eiIz54YDFRVViLw0iWJ6/YZNQpMdXXwuVxwq6qQl5WF6NDQep+hjr4+DIyNkZGcLLOMY9u28OzWDTeOH5fQdL0PCoKunh4WbtuG9p07S5xLURSO79yJPdUJYPuNHYtNJ09Cs1rzZ2FrW++AOHrmTHQfPFihruTSrtvG2xvf7t+Ppbt24eD69Tj5889ixwXVLuCi54lqQmro5u+PLSdOwMTCQuq1V/36K57duoX3r1/j/P79mLRoUZPvR5TS4mKsGDMGFWVlcHBzQ1piIi1g/nDggJimhsfj4drx49gwa5bEvSZFRzersBJ49aqExlLA52Pd9OmYtGgRegweLNXT8UNEU0sL286exR+rV+PETz/hxK5ddEoTAOg7ejTW7N8PU0vLZrm2po0NzG1s6i0rTXNLkCQGf/45kqOiEBcWJnOpjyBJfHfgAHQNDMCtqvr/VlkJHpcrsfF5PPD5fOEnj4eEyEi8efyYrq99ly6wrrajEggEEPD59CdFUaCq91MU9f99FIXK8nJwcnLqzOFHkiQ0tbWhpqEhNeq6rYsLnaiez+Ohoqyszujs9UEQBLT19KCjr0+Ph0UcDvJE7FBNLC1lBqXl8Xh1jpk8Hg8p8fGNbp88yK1JqoltIRp5twY1NTU4Ojri559/xogRIxrciMWLF+PKlSt4/PgxnESyfDfXclttatskyVrqOPPuHaqqqoRGx4mJePPkCZ5IsdVo7hQE2SyWVDfZr779Fp8vXSoxSEnTHkS8eoXtCxbQAkUbHx/MWb8eOnp6sHJwQFRICC4dOICg+/fpesysrTFwwgSc+f13uSMKKzJejDyaFanfHUliwdatSE9IQFRICOLDw2XaC/UdPRq9R45El4EDYWlnJ/W6fn374s2TJ+BW2y8M+OwzzN+8GY5t2tDZ368dO4bb//wDAPhi+XIs3bXrg0gEKs8yXzaLhSG13j+CIHAzORlW9vZ11n923z5sW7gQOnp6uBwdDXMRDXFjKC8tRU5mJnIzM/Hb6tV49+IFdPT1MXrGDBTl5yOPzYZadcynivJyekmVoihwKysRJUWgNjA2Rjd/fxhbWEDP0FCYvLb608TCAqZWVjCxsGiUIHP58GFsmT+/Tns1HT099B01CoMmTED3QYPAycn54G2XslksjKhlJ0aQJK4lJ9O/s9amrv6lqrISCRERuHXqFE798ovEuZ8vXYplP//c4N+4VOGMILB01y608/ODjbMzzG1s6PFX1DZIR18fIQ8f4lVAAF4FBCAlJkbmdaavXYvhU6aIpZdpdH/KYOBCVBT4PB5YCQlIT0xE6KNHeCBlEvv7zZvoMXSo1PtW1Lhwas8efLl4sfKEAHB0dKRycnIaeppUBAIBtXDhQsra2pqKjY2VetzS0pLasWMHva+yspIyMDCg/vzzT4qiKKqgoIBSU1Ojzp49S5fJyMigSJKkbt++LVc7pLkQ1uVeWkNWWpqEW788btVNJfjBA6lurcENdK3m8XjU+X37qL6GhrLdygmCWjx0KBV45QrF5XIpipLv2TQX8rgu19e+yooK6vz+/Q16hrWvm56URK2bOpXyIwiqE0B1YTCoWZ98Qrus1mynf/tNYffeUtT3/O5fvtxo134ej0d92aUL5QVQq8aPr7OsQCCg2BkZ1Jtnz6jrJ09SBzZupNZNn07N7t+fGt22LdXTwEBqO1pq62VoSI1p145aMGQItWnuXOrwtm3UrdOnqXcvXlCc3Fyxe6mqrKS2LFhAnzvRx4fyYTAoL4DyYTCo3779ltq1fDnlb2Mjdo0umpr03z4kSV36QMNjKKrPam7q61+k9fk12xc+PtS758/lvlZuVhb13Rdf1BsWoZu6OjW2TRtqgqcn1am6v6npm8XGHpKkvvD2ltxfx5ikiP5U1nNpibGQopQ0BICiWLBgAU6dOoWrV6+iTZs29H4DAwNoVS9L7NixA9u2bcPRo0fh5uaGrVu34uHDhxIhAK5fv45jx47B2NgYq1atQl5eXpNDAChrCgJFG/XGvH2LL319JZbvJi5ejC9XrJDqCaesEYVraEzW9MY8w/iICOxdu1aqRlER6RlaC1nPr6K8HF/16iWxpNkQm5rot2/xpZ8f+Hw+9ty8iW7+/kiNi0NCZCSSo6ORFB2N5JgYJEdHywwIKIq6piaqqu2LnD080NbHh9b+aOnoQFNbW8xDSXSZt2ZZOCstDfpGRigpLMSZPXvAyckBg8FAp759YWxuTnss5mVnIzczk9Yi1oWBsTEc2rSBlb09wl+9opd2F2zYgFnff4+cjAykxsfDvpZxctjLl7h77hxunzkjYez6odoufQi5+eSldp8/aOJEPLt5kzZhGDljBhZv3w4jMzOp56cnJeHkTz/h3yNHpNrFEQQB708+QW5GBjKSk+v06LN0cEDPoUPR1d8ffv36Qd/IqMVsGWvTWul4lDIEwP3793H//n2w2WyJtfUjR47If3EZNkNHjx7FV199BUBo27FhwwYcOHAAHA4HXbt2xd69e+Hp6UmXr6iowNdff41Tp06hvLwcAwYMwL59+2Anpxq3qQ+5NQQGRb6Q0hLrAsqTgb25UOQzPPPHH/hJSjTqj+kZ8vl8fD1+PB5cvgwNLS1wKyuF3llSbH5kwcnNRfSbN/hr82aEPn4Mpro6SIKQmZaHJElY2NnBxsmJ3qwdHWFuYwMza2sIBALM7NNHGKl56lRsOnasyca/RQUFWPvll3haHbpjyooVWLpjB20TQVGU0NYvKwvs9HRkpqQgMyUFGcnJwpg/iYlS8+nVoKmtDWcPD7h6eqKNtze96YnYeQLAq/v3MVeKAfxfgYHo/AG+U8qc066h1O7z89ls/LFmDa4dPQoA0DM0xMKtW9Fj2DBkJCbCzs0NxRwOju/YgbtnztD2nZ5du6Kdnx8u/vmn1OfC4/HAZrHw4OJF7F61SqIdsvqX1prEtsZ1lU5I2rBhAzZu3Ag/Pz9YWVlJdEiXL19WaANbgtZOcNtYFPVCfkyzvIaieobyQVEUdixZgjN79kBNXR0H7t2DjZOThCZElNysLEQGB+N9SIgwMWloKLJZLKn1a+nowKV9ezi1awentm3h2KYNHNu2hZ2LC9TU1aWeU1VZiRm9eyMiKAhtvL1x/Plz2jC+qfD5fOz/8Ucc2rIFgDC+08pffkFhbm69tkHZLBbiwsIQFBiIf3bvBp/Hg46eHsxtbZGemChTILR1dkYbb294+PnBw88PppaWmOjtLT4RJQjcksP2S1lRdg10U3n3/Dl2LFxIhzWQRbdBg/DVt9+iU58+dFyyltB8f4woXVoSS0tL6u+//1bgil/r0xJpSZSd1rQz+lj4mJ/hsV27aNuYO+fOSRwv5HCoFwEB1F9btlDLRo+mBtnayrTl+dTNjVo1fjz17ZdfUl4A5ctgUDHv3jW4TZvmzqW8AOoTIyOKlZioiNuU4O7581Q3HR2x9nsTBLV79WoqLiKCYmdkUBXl5XT5S4cOUT4kKVZ+8YgRVFFBAUVRFMXlcqmk6Ggq4MIFau+6ddTSUaOoIfb2Mp9VXzMzyosgxPYd2LixWe5VhWLgcrnUXxs3SrUvWjp8OBUVEtKoej/m/qUpKJ1NkomJCYKCguDi4qJ4ia2V+FA1SYrmY5/ltQQf4zO8feYM1nz+OQBg5S+/YNKiRYgPD0fYy5cIf/UKkUFBSIqOljiPIAg4e3igXadO8OjUCW19fODu5QVdkd/Y8jFjEHjlCrx79sSRx4/rzRAPCJ/xqd9/x/Fdu0AQBPbcvImeQ4Yo7oZr8TIgAPPqSbmkoakJHX195NeKki6v119hfj5i3r5FVGgookJCEPn6NdLqcG3uMWQI/D/7DB26dYNzu3ZyPbfm4mOOHN5YmsuE4WPsX5qK0i23rV69Grq6uvjhhx8U3pjWQiUkqVAhneCHDzF/0CDwuFy069QJmlpaiAoJQYWUaMY2Tk7w7NIFnl26wMPPD+18faGtq1tn/VlpaRjr4YGykhIs27ED7Tt3rnOwvXz4MDZW5yIEgL6jRmH3lStNvs+6CA4MxGwpA56Onh7KS0vrjdLeWBuiIg4HUaGhiAwORkRQECKCgqTaOuno6Qmfe9eu6NitGzp07So1F19DkUf4+S9EDm8MquWxlkPphKSlS5fi77//RseOHdGxY0c6BkkNv0iJIaHsqIQkFSqElJeVISokBGEvX+JlQABe1eTQqoWeoSE8u3RBh65d4dm1Kzy7dIGxDG+e+jjx66/4WSS4K0GSmLZqFbx69BAmvORwUMzhIDM1FdeOHxc7t7UjZJtZW6O0uBhFHA6So6OxaPhwiRhiimwfKzERCwYPRmp8PLR0dYHqRMq1sXV2RodqgalD165o4+0tNfmxLESFH4Ik8dU338CnVy/ay6+Iw0FWaiquHD0q5hX7oXrfNQcfk6G6MqN0QlK/fv1kV0YQePDgQZMb1dKohCQV/0X41dGlI169QvirV4gICkJ8eLjUyOpuHTvCu0cPWlvh4O6usCWe9ORkDBcJIttQWsLb6/Lhw9gkMuDJ8uaTt1xTyEpLw+edOoGTk4PhU6ZgyooViAgKQtiLF4h49QqJUVES56ipq6ONt7eYUGvv6irheMOtqsLts2fxw7RpEiFB5OVD9b5rDlTLY82P0glJHyMqIUlFS9IaNhwURYGVmIj3r18jMjgYkcHBiAoNlRqHyMjMDOWlpagoK4OlvT2OPnnSrN5UspazHNu2hbWDgzDmkZERmEwmzuzZI6bZaknNRTaLVac3X0PLNYWgBw8wz98fAoEAa/ftw4T58+ljRQUFiAwORvjLlwh7+RKRQUHgSEm2rWtggPadO6Odry/UNTSQHBODF3fv0vF+auPg7g5Le3voGxlB38gIDAYD5//8U0LTuPr33/H54sUKvV8VKmShEpJaAJWQpKKlOP/nn9i6YIFCs87XFroEAgHSqlOw1BgCR4WGSh38tHR04OHnRy+dJUZFYZ+IveGS7dsxY/XqJrVPnvbLm/C1JTQ1HwrHdu3C7m++AVNNDYcfPYJX9+5Sy1EUhfSkJIS/eoUrR47g1b17ddbLVFOTSJsiz/chyugZM7D699+hpaPTiDtToUJ+lEZIGjt2rFwVXpKSv0XZUQlJKlqClNhYjBKJLA8IgyXebEL+qrN792L74sX0bN7WxQX52dlSNURq6upw9/JC+86dhZufH5zatQODwcD7kBD8/fPPuH36tHj7WkhT0xDhpyU0NR8CFEXh6wkTcO/CBZhZW+OP69dRXFAgVUNZXlaGlwEBWDFmjFQbMwaTSSdLlYaDuzt6DBmCNt7ecO/YEU7t2kFLWxvA/78PGycnXD16FAc3bgRFUXBu1w47zp6FW4cOir95FSqqURohafr06XJVeLQ64uiHhEpIUtHclJeV4auePREjJciclb09vly+HJ9OnQoDY2Pp55eWIiU2Fgnv3yP23Tu8ffYM8RERKC0qklpeQ1MT7l5eaOvri3a+Yz9kOgAAlUtJREFUvvDo1Aku7duLBWYsKynBrdOncfHgQbx//Vpm21vKxkQl/DSc0uJiTKnWANZAkiSmr1kDM2trRIWE4P3r10h8/16qrRkArPrlF3y+ZAm4VVWICwujtY9hL18iOSZGaloMgiBg5+oKV09PuHboABcPDzi1awcHd3eEvXyJtV98gZzMTGhoauLr3bsxbs6cJkdCr40q9IAKQImEpI+ZlhCSlP0Hrezt+5ApLyvD0k8/RVA9Tg3qGhroOXQofD75BGpqaoh5+xaxYWHIzcysM81FbZhMJnx790b3wYPRbeBAtPH2BkmS9HdcVVWFh1eu4OY//6C0uBiAUMvUc+hQPLp2rVm9s1QonuCHDzG7DoeaGgxNTVFQyzapvu+XW1WFpOhoxLx9S2/x4eFSbZwAoYBm4+QEGxcXpMbG0vnqeg0fjqXbt6MgJ0chfUxzhB5Q9YEfJiohqQVo7od86dAhbJo7F1S1O+13+/fjszlzpJZV9A9V0bFOVB1JwygvK8OykSPx6v59aOnoYNSMGTi7d6/wXSAIePXogcL8fLASEuRKmlqDlo4O3L288O7583rLGpqYwNrJCVEhIRLLKfZubhg3Zw4+nTYNxmZmKpufDxBZhu+eXbuix6BBwphVnTrB3NoaV44cafL3S1EU8tlsxIWHIz4iAvHh4UiMikJSVJRMo+/a+PXrh0+GDYONkxOsHBxgaWcHY3PzerVN7IwM3D13Dj8tXy62v6nL1qp4Tx8uKiGpBZD2kJsqDFAUhYjgYFw5fBgXDx6UOG5hawvHNm1g4+wMW2dn2Lq4IC4sDIe3blXYD7X2D3/Bpk3oOmAAHXumiMNBRnIy/v7pJ7HBkyAIzFm3DjZOTrQni76REZ7duYPfvvlGNXurhUAgQHFBAZ0hPjcrC7mZmchKS8OdM2eQl50NgiBAkqTMJY8aSAYDlEAg1TbEu1cv9Pn0U3T394e7lxdIkpQQar7/80949+yJlwEBeBkQgNcPH0q1TwJBYMfp0xg0YYLEwNRcy15ZIt+15Qf6XSsjDTF8rynfHN8vRVHIy85GUlQUkqKjkRoXh5TYWMS8fSuXJlRdQwMWtrYwMjeHlo4O7F1dYWlvj+KCArASExH95g1YCQkyzzc2N8eIKVPgP2ECPDt3pt/ruvoYHo+H14GBmD94cKt5TSo78vbRrdWXq4SkFqD2Q26sZsXcxgaRr1/j7rlzCDh/HpkpKU1qF0GSOPnqFdr7+TXsfgoKcO/8eWycO7fRsU7kgSRJ/BsfD9tGxrhRttkbn89HaXExSgoLUVxQIOycExKQEhsLdQ0NCAQCFObnozAvDwV5eeCw2eDk5ICTkwOeFLsNaZAkCVMrKzqbveinvZsbzKyt8eTGDSwdOVLiXFm2QXUNelwuF+f378fOpUvlrq85uHj4MDaIfNc/HjyIcaqZusJQZg2gLE1XoyGIevs1IzMzdB04EDp6erj011+gKAoEQWDe+vWwcnCgU7/Evn0rNXo8ALh6emLgZ5+hm78/2nfuTAdO/hgmdkD99yEQCHDi11+x+5tv6FWQ+Rs2YNzs2dA3MhKzb2zNvlwlJLUAog+5vKhIYlZGEAQWbdkCW2dn6IloVp7cuIGfV6wQRqUlCOgbG6MwL48+T0tHB10HDBDaedSapew6fx5lxcVgJSYiPTERUaGhSIiMlNo+l/bt0c3fH10HDoRfnz7Q1tUVe8GNzMzw7sULvLp3D6/u3UNkcLDMVAnGFhYws7Ki70FNXR13zp6V0CT1+fRTVFVWoqg6wm4+my3VSFhHXx+DJ07EoAkT4Ne3L5hMJoD6f4CRr19jcpcuEtc9ExoKK0dH8Hk88Hk88Lhc8Hk8ZKWlIS0+HmbW1tA3Ngavqgo8LhdVlZX0xq2sRG5WFtgsFrT19KCuoYGK8nJUVm81sX/KS0uFmrT8fPB4PFSWl6O0uBgVZWWyXhG50DUwgJmVFYwtLJASE4PcrCww1dUx+7vv0HXgQFja2cHUyop+RrJoqGagPhRdX0PJYrEwSMr17yYnt4hG6b+iwVJWw3ep7x9JYsqKFUiJi0NUSAiyWSyZ56tpaEBDQwM8LlemQNMUSJKsN7WMuoYGnD08oKmjg7fPngHVQtdX33yDAePGQU1dHUw1NeHGZNJ/M5hM4cZggMFkgmQwwGAwxAKxtobQVTui+qSFC2Hn6oq0hASkJyaClZgIVkICqiorZdahqa0NfSMjaOvqIjkmRuxYXRNoRWum4qOi4ObhoRKSmpMaIWlCp06oKi2VmqxTXgiCgL6REQxMTKBrYACSJMHJyUF6UhJdxsbJCUa1Ujhwq6qkej5JQ11DQ/zllTKzUlNXl2rj4tK+PZhqav8XTigKhfn5Yp2UuY0N9AwNqw9TAEWBy+XWmXATEGq+NLW0AIJAucgSj6a2NgiCEAo9PJ5ETBVlgyRJECQp1atn2OTJ8OjUCUampjAyN4exmRmMzM1hZGoKdQ0NVFZUYPno0Xh+5w60dHSw99Yt+H7ySYPboGjNQGtqGo7s3IlfpMRaOhIYiC7NrMlSabCUg/rev7zsbFw5cgR/rF0rca6oxrOivBycnBzks9lIiIxEUnQ01NXVwefzaQ1vUX4+MlJSwE5PR2UzCFWKgsFgANX9Yg2a2trQ1NICQZIgqzdUL9VTFAU+jwemujqYTCZ9jKi18fl8cKuqoKahQWu/CIKAQCBAZXk5ykpLwamViLlZIAhoaWtDS0cHmjo60NLWRnlpKW3MD0iOhXw+H3weD5ycHORkZND7TSwsoGtgIHGJksJCsLOzEQGohKTmpEZI8gTAaO3GqJALbV1dMJhMujMBIOG5Awi1OzUaJ0UJZ8bm5ugyYAC6+fujW7WGKJvFQnxkJI5u347XDx9CU1sbe27ehF+fPo2+jqI1Ay2taeByudjzww84vGOHxDGSJHE3JaVZNTutrcFSIU59719LaFAJksSeGzegqa2NspISlJeW0hrmnIwMZKenQ0tbGwwmE5Xl5agoK0NlRQU4bDZYiYlSbau0dXWhqaMDQbXmm1fzWSsgp4rmgQ+ohKTmpkZIunHmDHS0tfHi7l2c3bePXoeduGABug8aJHZOQW4u1s+cKb5cRJJYf+gQDE1NGx0ThJObi9zMTJhZW8PQ1FTieHBgIE78/LPE/iVbt8LNy0vYDpFrF+Tmgp2RAXNraxiZmYm3q3rmIXoOIWWf6GyFk5MDdkYGLO3sYGJhITZ7iXn7FrdPn8abp08l2mduY4P2XbrAzdMTbl5ecPP0xOPr1/GryHr3N7/9hh5DhiC22tU4KjQUYS9eyO0xIw+yVOt9R42Cq6cnDIyNoWdkBAGfT3skiqKhqYnKigqxfcYWFshns2ltHlNdHfvv3PlP56/KSEnB159/jncvXgAAOvfti5AnT2hB1djcHFciIhqdFFce/vnjD2xbskRif+e+fTH8yy/Rw98f1g4O9P7/yrKcMqPMGlRpQlcNuvr6mLBgAb5YuhSmlpYAhFp4gUAAAZ8PXrX5AJ/HQ2pcHAKvXsWtU6eaZLeqrq4OiOZPFAhQVY+HrImlJSzt7BAZHCy2nyBJbD5+XGzMoSgKz+/cwek//qD76M8XLUL3WkbuAPDi7l1hyqCaMXPhQrh37IjU2FikJiQgLS4OybGx4NaxfFcDyWBIndCa29hAszqAKQBUlJWBnZ6uEpJaApnebfXMultjCaO17UvqQ9GeNllpaRjq6CgmrBAEgelr1tBLggBQXFCAo9u3Swit20+fhmObNrQNVnFBAYY5OjY6BcaIKVPE7L/CX72S6DBIksStlBSl+D5ag4BLl/DjzJkoKiiAnoEBNh4+DP9x45DFYiE8KAg7li5FFosFr27dcPjBA+ESrQIRCAQ4vGMH/vj++3ptTexdXdHd3x8EQeDcn3+qluWUAGXWoNbuEz6dOhXhL1/SwTzVNTQwavp0TF21CuoaGrTQza2qQsD587h77hyiQkNl1k8QBLoOHIiqigraA5mTk9Og8CC1GTNrFgZNmIB2vr4wNDGReh+KiHBfX7nM1FQMc3IS78tJErvOnYNjmzbQMzKCQbVdrzxjSM1YwxUImlVIAqWCKiwspABQhYWFDT43Ky2NCgoMpLLS0pqhZdK5dOgQ5cNgUF4A5cNgUJcOHWqxa8uDotsnb32KLkdR9X+/gf/+S3kBEltQYGCD7/NDp6K8nNq8cCHVHqDaA9TnXbtSrKQkiXLx799T3Y2MqPYAtWTMGIrH4ymsDTlZWdQsf3+6DZO6dqU6MBhUe4DqwGBQv6xZQ+358Ufqyx49qI7V+6VtHRgMKrMFf9MqPhxq9wl8Pp96cOUKNaVbN/r3700QUvsFL4DyZTCouf7+1MW//qJO/PprvX1RVloa5UOSYnX4kCT15ulTKi0hgd7ePH1Kedcux2DI7LuUeexqSLmOJNno8VseVEIS1TQhqbVojRe8ISi6ffLWp+hy8rRLogOro2P6GMlMS6OuHj9OfdquHS1k/PzNN1RVVZXMc14/fkx5q6tT7QFq29KlCmnHs7t3qd4WFlR7gOqkpUVdPHyYEggEVGZaGvUqMFBC6CkuLKQeXL1KLRk9Wqqg9KqFBN3MtDTq1YMHKqHsA0cgEFCvHz2iZvbtK1U4mtazJ3X+wAEqj80WO0+evqg5JoCthaL76Lj375t1/FYtt0GVu01F01DmGDXNzcXDh7F+9mx6yVFbVxc/nzuHT4YOrffcW2fP4utJkwAA3/zyC6bWiqJcm5qgnYUcDsqKi1FWUoLS4mIUFxbi+smTeHzjBgDA1NISQydNkpoHjyAIodePujrUNTSgrqGB8tJSbFuyRCIcxa2EhEbHAJOXhnjfqWymPgxkxYVqalwyRS17fWyo4iS1ACohSUVT+a91TIDQOHuQk5NY+ImGeo+Jhgf4atUq2Do7IzcrC3lZWcLP7GwU5ucLXbs5HJlZ6psLHT09GJqYwMDEBEampjC1tISplZXw09ISZlZWsLSzg4WNjVhwPXmQ5n1HkCTW/vEH7F1dhaFEjI1hYGSEuxcvYtO8eSqbqQ8AZbcb/dhQCUktgEpIUqGiYZSXlWHOoEF48+yZxDHR+EcCgQDZLBZYSUlIT0qiPzOSk5GVlobs9PQGu0rXuGiXiAQ3JUkSHp06wcbJCWrq6sLgfkymRAwxPp8vFoSUW1mJyooKlBYX04ayhRxOgyPVEwQBEwsLWNrZwcreHjZOTrB1coKts7MwqrqDAzQ0NcXOuf7PP1gzeXKDrkPfryqUgVLzX9YutzQqIakFUAlJKj4GWmo5Jjc7G4tHjkR4UJDEMYIgMG7WLORmZSE1Ph6sxMQ6o/YCQgFHTV0dlRUVYKqp4ZOhQ6FvZASntm2FXi8GBuDk5iIjJQVJ0dGICApCXESERB2Kirv06sEDzBwwAACwYudO+PbqhYK8PBTk5grz8mVlISczE3lZWWBnZCArLa3eeyQIApZ2dnBwc4O9mxvKSkpw98IFVNUKJwGCQMcuXVBeVkYLbeWlpVLr/PPWLfQaMqTJ96uiefgvapdbA5WQ1AKohCQVHzotEVm6sqICT2/fxvo5c8DJyYGaujr0jYyQl51d53lMNTVYOzjQ2pWafHVW9vawtLODmZUVuFVVmNGvn7jgRRCwsrdHbmamXC7QiozgvXf9euzfsAFaOjo4+/o1nNu2lVmWoihwcnORmZqKrLQ0ZKSkIL1Gc5aYCFZSkkxBpzY9hwzBkAkT4NyuHZzatoW+oSFYiYkY5uYmEc7A0tYW3+3di35S8vypUPFfQSUktQAqIUnFh0xGSgoGOzuLxR9pynJMaXExEqOikPD+vdgnKylJIrgmfT2ShLWjI1w8PGhtib2rKxzc3GBpZydMwVAPUW/fYryPj9RjBsbG8OjUCe39/GDj6IhN8+c3ayRtPp+P2f7+CAoMhFuHDjj96lWj4zlRFIU8NhsvAwLwy5o1dNRmEwsLOuqzLEwtLeHcrh0oAK8fPhTaZBEE9AwM6CCrfUaMwJrffoOds3Oj2lcfKoNxFcpMc4/fdWfaVKFChVIiEAjw5tkz3Dl3DjdOnZIQXgR8Pm788w+mLl8u06C4IC8PiVFRtCBUIwxlpaXVeW1tXV30/fRTtPX2ppfEbJ2d6TxRjaWYw5G6f8epUxg2aZJYtHiSwcAGEZuPHw8cUOgAzmAwsOOffzDO2xtx4eHYsWwZfjxwoNH1Pbp+HdsWL0ZFeTlMLCyw/eRJdB84EBRFITs9HckxMUiKjkZSTAwSo6KQFBWF7PR0enlPjOrkqha2tmCnp+PR9et4fucOPl+0CEu2bEFBXp7ChBqV952K/zoqTRJUmiQVyk3N4GPr4oKs1FTcOX8eARcugC2SAFIWeoaG6DFoENp6eUFdUxPJsbGIefsWSTExdaZ7MbW0hIuHB5zatkVGSgrtXj/os8+w9e+/FR4lG2h4rrUsEZuP5hqUnwcEYG51Goadp09jWHXIAnnIYrEQ8/YtLhw6hMCrVwEAPQYNwta//4aphUW955cUFSEpOlpMkE2MigIrMbHeSOKA0A5q4vz5+HzRIti7uDTY+y763Tt85uMjYcTu3aMHXNu3h62zM+xcXGDr7Iw3z55h5/LlKu87FS2OarmtBVBGIUnRszLVLO/D5OKhQ1gvJYccAOgZGKD/6NEYPGECUmJjsXPlSrqcsbk5CvPzxTKMS8PA2BgdunQRCkTt2sHFwwPO7drBwMgIrMREbJw/H8/v3gUAzPjmGyzbto1OKNwcXDx8WEJD1NqD7e/ff4+DW7ZAR08P50NDYe/qWu85Fw8fxvo5c+jvgyAILNu2DdO//rrJz6+yooLWOCW+f4+EqCiEvXyJbBZL5jkMBgO2zs605s+xTRs4urvDwc0NppaWYlq6spIS/P3rrzi0bRsqyssb1UZFLH/K22ep+rb/NiohqQVQxENW5A/1zP792LJwIahqtfrc77/H1BUroC+Sq0ye65aXlSE9KQnn/vwTp/fuBUVRqlneB0JBXh5O/vYb/ty0SeKYZ5cucHR3B0EQSE9KQkpcXJ3G0yRJAgQhNWkkINQ2GZqY0PntaoyxXz96RJf5dMoUbPv776bfmBy0hIaoIfB4PMzs3x8hT56gnY8PTj5/LuHODwCF+fkICgzEvcuXceOff8SOKdL7ThYPrl7FktGjJfYzmMw6hWVtXV04urvD1tkZJUVFePfyJUpFwiuIQpIkVv38M4o4HLASE5GWkICk6GgUSVkqHTF5MpZs3iyWRFgeKIrCwa1bseeHH+g+sPewYWgrxV4t+s0bPL55U1iOJLH299/x+cKFDbqeig8blZDUAjT1ISvKsyguIgLHf/4ZV44dk3rcwNgYts7OtJqbnZ6OaydPCjMvEwT6jBgBXQMDoUdNYqKkLUM1BEHgbEgIPGQYyapoeSiKQiGHg/uXL+Pfv//Gm2fPZAo1sjC1tBRqB6o1BE5t28KpbVvYODmBIAj889tv2LVqVaPa91+Py5Odno7PvL3Byc3FqGnTMGraNFjZ2yMzNRXPAwLw8t49RL5+XWewS0V630lD2nJlDQRBoGO3bmjr7Q2SwUBafDwS3r9HFosl0xgfqCVgEQT8x43D4PHjYWVvDyt7e5haWoKdkVHndXsNGYLxc+ei9/DhYDKZUid2eWw2Xt2/jxf37uHprVvIycxs9HOwd3WFV/fuaO/nB49OndDW2xvaOjoqjZOSoajvQyUktQBNecispCQMdXGRSGmw/Z9/MGD06HptNyrKy3Hn/HmcP3AAb58/b1T760JLR0eq9wxTTQ3jZs3CV6tWNZtXjAohXC4XednZyMnMRG5mJtgZGWBXG+uyEhNRyOGAnZ5eb6ydGjw7d4Zr+/awc3WFvasr7Fxc4OjuDt163l1ZNj9/3b0LNQ0NFOXno5DDQXhQEM7s3StxfnMP8srO09u3Ma+edCsuHh7o2LUrrhw7JtYntJSQWXu5cuyMGUiOjRXTClrZ26Odjw8eXrsmIdhoaGnBxtERVRUVyExNBb8eQZ2ppgZLW1swmEykxMfTRuXdBg5EUX4+IkNC6LIWNjZo6+uLJzduQCAQgCBJdPf3R352NqLfvq333gaMGSORBf7+5cv1nkeSpFCYy8wElFib/l8S4hQZskQlJLUAjX3IQYGB+H76dGSkpEg9rqGpCZ9evdB94EB09/dHW29vsDMykBoXBwpA4NWr+Pfvv2lVNYPBQHd/fzy7e1fCnftqZCS4VVW0ijvk8WM8qDYGFWXc7Nno4e9Pa5zKS0tlzvIAYQcyZOJEzFi9Gm29vJT+h9ra7aMoChXl5SjicMDJzUVhXp4w0GB1sME8Nhv5bDY4OTnIZ7ORm5UFTm5ug65hZGoKt44d0dbLC7nZ2bh15oxQW0iSWN/Ezl0em5+GGlD/V8hiseBvby+hLRo4diz6jRqF7gMHwtzaGkDDbKsyWSwkx8XB0c0NVoqyP6y1XJkYHY0LBw/i6vHjKMzPl3reVytXYsH69dDW1QUgFO6zWSyxSOnpSUnITE1FZmoq2Onp9QpRNLUin0vDwc0Nfn36oEOXLtgwd269Qqas93Tj4cPISE7G+5AQRL5+LVUrRZAk7iYnw8rOTr72NzMtEedMGaAoCiFPnmB6374Km0TERUXB3cNDJSQ1Jw0VkrLT0/HTqlW4deaM1OMEQcDY3FzCTkSWVsfawQHjZs/G2BkzYGZlpfCBTKK+P/+EvZsbDm/fjqe3b9Pl3Dp0QHxkJCgFuvsqopxAIAA7IwP//PEHju3a1SDbKoqiwK2qQkV5OSrLy1FeVoaK6q28tBRlJSViW2lxMUqLilBSVISSwkL6s4jDQVFBAYo4HLkCG9aGwWRCV18fDCYTVZWVKCkslCizYP16TF2+XEIjpGgbHXnqU7QBtaIFgdYgKDAQM6QkLpWlYZPnOZ87fBjfiQyOWw4exIRmHBwrKyqwf+NGHNq2TeJYQzWFPB4POZmZyExJQXZ6Otjp6chmsei/azSnjTH+JghCbBB1btcOzu3aQVdfHzr6+vRnzLt3uHnqFG2TNOPrrzF00iRoamtDU1sbWtraeHLrltT0L66enli3fz98e/VqcPsUybO7dzF3yJAm5UBUJmr35fk5OXh5/z5e3ruHFwEByExNlXrezNWrsWjTpgaFEgkPDsbWpUtx5sULlZDUnNQISff//Rc6Ojoyy/F4PNy/dAlXjx9HZUUFCIJA308/hYWtLc7++Sc925+6fDl6DRmCzNRUvA8JwfvQUES9eQOulOWUGatXo1v//iCrg+3VfB35OTlgZ2TA3NoaRqamEudRFIWnt2/j5G+/0dedvHQpeg0eLLVs7fooigJFUUhLSMDdCxcQ+uSJ1Hvu1Ls3jExNoaWjQ28pMTF4eOOG8EdNEBg8fjw6dOkCiqIgEAiEdQsEiAgOxv0rV+hyfYYPRxsvLwj4fPAFAlACAQQCAWLfvcPL+/fpazq6u0NDSwtFBQUoKShASXGxTLsJz86dQRCEWC6uqup8XJXl5aisqGiWpKgMBgMGJiYwFNkK8vIQ+vQpXaadjw8oAMkxMagoK6u3TmVbzlKUcNbSgkBzoWgNWyaLhd5S6nucnNysgmRLagopikJpcTFys7IQ8+4dVk2cKPF79O7RA2UlJSjMy0Nhfn6jPeoai66BAWydnKBvZASmmpow75/IJ1NNDUwmE0w1NTCYTDCZTDCYTJSXlqKk6H/tnXV4VEcXh393N+5K3BMCCe5Qiju0QAtUaYFi/XBKW6xFKtBSoEDxoIXiUCguCe4ugbhs3N02u+f7I8ltNrubbJLdJNB5n2eeTe6dO3OuzZx75syZLJhbW8PU3BwCoRBCoRCcQAChUAiBUAiBQACBQMBv40r/FxcV4fm9e7gXEABReLhCuTr26oXh48ZBV18fHMfxCcC/f5fbVra9/K+ybeV2KthU823XzpzB7lWr+Hts0agR0pKSZPIIBAKlIxvm1tboP3Ik3h40SKmrChEh8OFDnNm3Dy8fPYIEwCuAKUmapExJagKg6rjAjNcVgUAAfUND/gtTV18fhsbGMDAygkHZr5ERjE1NZb5WjUxM/p35ZWYGE3NzGBgZ8Y0EEeHamTOYMmSIUoVM39AQPm3a8BGjl8+apbYI2Q2Z+lIENIU6LWxnjxzBlBEj5LbvOn8eXfv2ra2olVJfoRZUqbcgPx/ZpVbbrIwM/m8ZK2+phVeRNbgwP7/EUpyXVyOrL+P1gilJdUCZkjS4aVNol1s+ocyhtjwCoRBWtrYwMTeHAr1cKWKxGJFBQXLb3Zo0gVYF86JCjV8ByvJV9jUBJV8Y4qIiBD15IleWtZ0dCICkuBiS4mIUFRYqtIpwAoGsPKVWpYqUfVX9m40UzuJyb9oUju7usLC2hrm1NYRaWti2fLmcEsJxHN774gv0GzECOnp60NHVhbaODnT19aGnrw9dPT3olv5q6+jIXbOaDgeWfc2cP3QI5w4dQoySr8Hx8+bhndGj4dq4sczSHA0xHpAm2LNhAxYpmJK97fRp9KjCCbqhog4LW25ODkZ07ozgCgv1AoCdkxO+Wb4cQz78UKMxqeor1EJd1ltcXIyCvDwUFhQgJiICUcHBsLK1hZGJCcRFRYgODcURPz9+0gwnEMh8vHg1bw49ff0S/8O0NORkZlZqmdY3NISBkRH/MVaQm4uYiAiFeXX19WHj6AhrOzukJycj/OVLfp+VrS2y0tP5yRy6enqwc3aGqaVliaU8Px86urp831EmExEp9P0qL7NMXgDFYjGKCguho6sLoZb8IhxEhMy0NJm+UM/AAFKpVH6BZgXYOTsrnFQiFoshLiqCto4OtLW1ISVCdno60pKTUSwWl2RS4svGcRxMLCxKRlkEApx6+VJzcQ6JQZmZmQSAMjMz+W3xIhE1EwjIF+BTM46j4GfPalzPYT8/ai4Uki9AzYVCOuznpw7x1YYq8sWLRNS8wnVpLhRSvEik0XyK5PuoUyf+mHmffUb5eXnVP9/SupsLBErvR/l8zQQCmjRgAPV3d5eRuY2ensz/lZ1H+XO/ExBQaZ7XFYlEQltWrCAvoZDcAbk0oFkzSoyLqxNZ4kQiuunvT3EN5DqLxWIaN2gQuQPU3MiIPAUCcgfIQyCgFiYm/DUa0qoVXT5zhqRSaX2L/Mbz9M4d+rhce1JZaqmtrVI+ZWnSgAF0/dw5kkgkMjJUbA8KCwrozzVrqKuVFX9sX1dXvl+qrM1SlT1r11IzjuP7t0+7dqXpw4fTmB496L2WLamPszO1NTCo9HzebtSIJg8aRMtmzuTLUrUNVIRYLKbT+/fTuz4+Cuv7efp0Sk1K4vMr6r/VCVOSSPFFvuPvr/AG3QkIqFVdDb1jVEU+VZU9deerKJ9UKqXdq1dTi9JjR7VrR3HR0SqdZ1x0tJwS7AvQiNat6eNOnfg0onVrpY1DW319mjViBJ05cIByc3IavBJcV6QkJdHYgQP5zn5ou3bkWaoseQoE1NzIiNwB6ursTEHPn2tUlgN+frwS4ikQ0IF6vidSqZTmT5xI7gD56OvTo9u3KU4kolsBARQnElFuTg798eOPMsrSxz170uM7dxqcsvemcfvSJYXv+dzPPqO/d+6k+1evUkJMDMVGRSn8sAt89Ige3bxJ/+zZQxuXLqWJ/furpQ/JycqiPxYtorb6+nJlNRMI6PGtWwoV6XiRiO74+8u05UWFhXTvyhVa9913lbZtqqSNP/zAt8NlqLMNVHY/Kl4/piTVAcosSapaOP6LqKrsqTufIm5dvEhvWVryXzX3rlxRmE8qldKLBw9o1dy51N3OrlYNxLrvv6fcnBy1nsebwK2AAOpsb0/uADXV06O9mzaRVCqVUQQiQ0Opd+PG5A5QS1NTuunvr3Y58vPyaNvq1XIWLA+BgJ4/eqT2+lRlw88/l8jBcXTu2DGl+VKTk+mn2bOpiY6O3Dk0BGXvTaQ2Vu3aWN1V5fzhw0rbo65WVjRpwABas2ABXTx2jLb9+quM9furDz6gLwcPpnaGhlW2bctmzqRT+/bR9bNn6emdO3T/6tVqnYe62kBVr5+mlSTmkwTlIQD+K34jbwKxkZGYPmwYgp48gZaWFr5ctAitunSBs5cXMlNTcfbgQZw7eBCisDClZZTFISo/mzA9JQWLJ0yol8CArwNlU/ud3d1xaPt2/PHDDyAieDRpgnUHD8K7eXOFx6WnpmLysGG4f/06tLW1sWzbNgwfPbrGchQXFyM7MxPP7t/HkZ07EXDyJHJzcpTmN7eygo2DA6xtbWFhZfXvbKXs7BLHfSOjEl8JHR3ez01HVxcGpT4nhqVO/gZGRjAxM4OpuTlMzc1hZGKi1I/o+N69mF06FX3RunX4bOrUKs8rNioKP8+Zg7OHD8tsf52d3xsy1Wnz6zqUhrKI6kKhUPV4VQAsrK3RqU8fNG3TBqu//bZmYWQakKM/CyZZB1R2kRvaOlIM5eTn5eH7L75QGr8KAPT09dFt8GD0HzUKacnJWDZ9epUvPlOWFVN+an95Rowdi0Xr1sGgknAaQEnMnjmff47TBw8CAGYuXYqpCxfyzvVisRjJ8fFIio9HYlwc/3dyQgLSkpORGBuL5IQEfrZTQ4DjOJiYmcHC2hqWjRrxKT8vD8f37IFUKsXQTz/FvBUrYGFtLePMr4xbAQH4VEF8pr0BAejUgEJGvCnUR1wyVVHUFg355BMEP32KF6XBM+9dvqxwIsnISZPwweTJaNyiBa/Iq1sp1ARV1cuUpDpA0xeZUXfEi0To5+IiNwOl64ABGDpmDLoPHsxHFAZUf/GZsiyLoqn9APD9mjX4fPp0lcrIzcmBKDwca5cswbmjRwEAjq6uMDE3R7xIhMy0NKXxVCpDV08PljY2sLW3R1ZmJkIDA0t2cBy69O4Nd29vJMTEIDYqCqLwcIUKFsdxGDtrFnR1dVFUVARxUREKCwpQkJeH3NKp5mVxcrIyMpCZnl7t+D5CoRA2Dg6wd3aWSQ6urnByc4Ojqyt09fSUXuvf9+3DOx9+WO3rU8abEODzv0hVbVF142C97m2bpvtv+fl+DMZrjCg0VOEU3XHffqswUKOto6NKDYOq+f4rRIaEKFRgvFu04P8mIiQnJCAyJATRYWGIDg8v+Q0Lgyg8HGkKlmuJiYwEIiP5/zmOg66eHrS0tcFxHKQSCa+0VGTsjBkY//XXsHVwkNkeHxODqNBQuHh6yikDRIRju3fj6zFj5LY/u3cP81euRIv27VW4IkBhYSGy0tORkZaGtORkpCYlITIkBJt/+QU5WVkws7CAg6trSSTqxERIJBLERUcjTkkEYgBoZGcHJ3d3tOzYEY9v35Z5tr/+7DPo6euj79ChKslXnjclwOd/karaIltHRyzaskXOQqTsGNa2VQ6zJIFZkt4k2LpjmoeIsHTGDOxet05mO8dx+PR//0NKYiIiQ0IQFRqKPAXL8JTH1Nwcjq6ucHRzQ15uLq6dO1djuRQNP8XFxCAiJARuXl6wV3L/lVlqyujcqxe+nDcPXXr3BsdxKltgwl69woQhQxAVFgZ3b28cunkTZhYWAEp8qFISExEvEvGKUlx0NOKioiAqXSutMp+q8rTu3Blv9+sHVy8vuDVuDLfGjWFsaqo0f5xIhG6urnLBTJmP05vF624hUhU23FYHMCXpzYL5EKmfvNxcRIWGIuj5c2z99Ve8evpUpeMEAgHsnZ3h4ukJZw8POHt4wMXDA07u7nByc5PpzJX53nw+fTpaderEO0cXFRbik549q4zivW/bNnxTzlry65Yt+EjJc3Bw2zYsKPfMTF+0CNFhYTixdy+Ki4sBAM3atkWL9u2xf8sWGQvMyHHjkJebi8z0dGSlpyMzPR2nDx3CnvXr+fK/XrYMk+fOVemaASWKaHpqKmIiIiCKiEB0WBiiQkNLfsPCkBATU+nxlo0a8QqTm7c33Bo3houHB4KeP8eaxYsRGRwsd8yfFy+iS+/eKsv4usGGF99MmJJUBzAl6V/elIbkv/IVVYY67ptYLEZMZCQiQ0IQGRyMiOBghAcFISI4uMpO2cbBAZ5Nm8LVy4tPLp6ecHRzg66ursrnoOoSJhWVmp82b5YZLoqLiUHHCmUJhULcjoys1KJUcVguNioK21atwoGtW5X6HGlpafGKlDLUbakpyM9HZEgIVsybh8unTwMo8ecqLChAckJCjcp08fLC/N9+Q+933lE56v/rAhtefHNhSlId8F9QklTpRFlD8npS/r5xAgHm//Ybxs6cqbCjE0VG4kHpIrzZmZmICg1FRHAwIkNCEBMRUWlnLxAKIZVIoKWtjeGjR6PHoEElFgpPT6WLUdboXCpRfspTma/RjYAAjFJglToUEIAuNZgRlpaSgp9nz8axP/9UmkdLSwsm5ubQ0dVVqFRqYjYaEeH3RYvwxw8/AAAmfvMN3vv8c9y7dg15OTm4du4c7l27hkIVlo8ow9TCAt369UPHnj15ZdfWwUGjS6Roivy8PBz78098N3myzHY2vPjmwJSkOuBNV5IqKj9fzp+Pjt27I7PUyTQrPR2x0dH4a9MmoEI8oLpqSN4UC1ZdExMZiR7u7nLO6jq6urCysYGhsTGEWloQFxUhKS4O2ZmZlZanp6//r29L6TCNuKgIv86di4zUVNg5OWHb6dPwbtYMgGo+P9WlMuVHVeJiYtDe2Vnmea7KkqSKXHKWLoEAh27dgpePDwwMDXmfpbpe1Ndv5UosmzOn5B8F613ZOjhg3OzZ6DN0KBJK37XnDx4g6NkzpCYlISYy8t/1shSgra0NB1dXeDRpUjJU6u4O59JfJzc36Onr19s7XLHegvx8XDlzBqcOHoT/P/8gX8FakwDwVt++mL5oEdp26fLGWc7+S2i8/9ZIiMrXDE1H7KwvxGIxHd+7l9w5TuH6WaqkFfPnU0F+vkblPODnRx4NaOmIhoxUKqX01FR68egRbVy+nNpYWtb43roDNPKtt+iXb7+lK2fPUpxIxK8nVbYExl+bN1NTPT1yB+idNm0oITaWl+UvPz9yFAjIHiBHgYD+akD3LSYqipetLE0bPbrW5R7w8/t3iRWhUOmzqmo+dbL5l18U3uOtK1ZQYWFhpceKxWKKCgujv/fsoRFdupBHNduMlqamMv/P/vRTCjh9ml49e0ZZGmxXyy8748FxNLxDB2pmaCgjSxdHx0rPZ0CzZrRz7VrKTE8novpb60/VetnyNLKwiNt1QF1aklT92qppvuLiYtwOCMDpQ4dw/uhRpKemKjzOyc0Ndk5OMCl1htXS0sLBbdsUTp83s7DAe59/jg8nToRHkybVkq8yiAinDx/G9FGj5PZ17dsX7d5+G83atkXztm1hZWOjtnrLU1/lKconFouRkpjIB01MiotDfEwMEmJikBgbi4SYGMSLRFXOGAMAIxMTWNvalliShEJkpKUhKjRUaX4tLS14+fqiebt2KCwowIl9+2RmP/UcPBhr9u+HYWmMqZr4/NQli2bNgt/vv6Nt585o2a4dtq9bBxs7O9wIDYW+gUGtylbV0qVKPnVa4tQZdDLs1Sv8NGsWrpw9qzRPmfVFlS7EyMQE9s7OsHFwgJ2jI2wcHGDj4ABbBwc0sreHta0tLBs1Uim4ZhlRoaHo3bixwvrtnZ0xaNQoDB41Cs3btcOh7dtlhnEnffMNkuLjcerAAd7XTE9fHz6tW+PR7dugOnY5qGjt/3HTJoxUUO+hbduwcPJk5hJRDjbcVgdUdpHV2YnuXr8eS6dNAxGB4zh8OHEiOito1G75+2P/li0l+QQCzFi8GB9OmAATc3MZJ9iKvijt3noLoYGBMoqRmYUFMtLTVRpGq+gP0mvIELx4+BDxIhGfp2P37nBt3BiHtm2r8YsqlUpx4fhxbF6+HE/u3lXpGFtHR1hYWeHlkycgIrU0EOr2wapY3g+bNmHA++8jPSUFaSkpSEtORnpKCi6fPs0HTwRKnJ7FRUVIT0lRqcMpj4OrKxycnXHv2jX+efl+zRq5JS8UDQFxHIeO3bsj+MULpCUnK62D4zhcDg+Ho6srv03dPj/qJC01FR2cnZGfl4e9Z8+iS8+e6ObtDVFkJOYtW4ap1ZhlpkmqM/tOFdQ9zKdM6RIIBCoF+dQzMACIVA6yKRAIYNmoERrZ2cHSxkYmYrmFtTUsra1haGyMsJcvcdPfH5dOnFDoa7Vk/Xp88uWXckNoipTWrIwM/L1nD/Zt3ozg588VynQ1Kkqjw4f3r1/Hh926VfvdB5hvFcCUpDpB2UX+a9MmLJoyRaVOVJEyVVxcjKf37uHGhQvwP3kST+/dq7Wsevr6MDU3h76RkcJpvEDJ2jz933sPA0eORMfu3XF0164aO8NKJBJcPXsW+zZvRsCpUwobR4FAAP/QUDi5uSksr+y6WFhb4/iePdi6YgXCg4IAlPjOFBUVySpxAgGmfv89okND8fzBA4S9eqWwAeE4DscfPoRvq1aqXDqewsJCHNi6FUumTZMr79jdu2jerh3EYjHyc3P56Mq52dnIyc4u+S1dBiM7MxNZGRnIzsxEUlwc/E+erJYcitDS0oKVrS0a2dmhkZ0djM3MoK2jA0NjY/ifPImokBAAgG/r1liyYQNad+oEQDWrhTKnaCJCfEwMnj94gLOHD+P43r1yx1a0RgQ+fYq+LVvK5dtz5gx6DhhQ6+tQG1YvXYrfFi2Cb6tWOPfwITiOw5E9ezB99GiYmpnhZng4zMzN61VGTVniquP4XhXKlK4rEREwNjXlwx2EBwVh5kcfVdrJW1hZoUnLligqLMSDGzf4vHZOThAXFSE1KalGSoIcHIdhn3wCGwcHGJua8snQ2JhPRqW/BkZGMDA0hFAoBBFh9x9/YKmCaPEOLi4YMXYsBo0aBc+mTWWuT00/oMViMS6dOIF9mzfj+oULtTrlxevXY/T//lerMlShofqNMiWpDlB0keNjYvC2s7PMi8txHMbNmgWf1q15x0UrG5sSU265L8LBH36I/Nxc3A4IqHJNqaYtW8KkXIOdmZ6OV0+e1Phc5v32G8bMmAEtLdlg6mpxhhWJsPq773B01y65fUItLTRr3Ro+bdrAt00b+LRqhcd37+KH6dP5a2hsbIzs7GwAJeb398eMwftjx+L6+fNYMW8eqNQiNmPRIvQdNgzFxcWQSiTIzszEpRMnsKtC8EKg5J606NAB7d9+Gy4eHhCLxRCXRmQuKiyUSSlJSQh58QLRYWEKIzaXL7O+XgttbW3eMbawsBB3AgJkZDE2NcVXP/2EjydPrtbQRBlVPQeqWiOmjR6No3v2yB2vp6+P3/z8MPzjj6stmzrIz8tDBxcXpKWkYMO+fRhaumyHRCJB/9at8fLZM/zvm2+w4Jdf6kW+MjRpiVPHu16GqkpXxXxTFy6EobExrl+4gHtXr1ZqTWrVqROsbGygp68PoZYWBAIBIoOD8ej2bYX51f1+li1crKOnh6S4uErzmlpYwKNJE2hpaf1rveU4DPnoI3To1g06OjrQ0taGlrZ2yQLJ2trITE9HSmIi7F1cIOA4+J86Bf9//kGGElcIoGSx7V3nz6ORnR0EAgEEQiFSkpLw0dtvKzz3PkOHYvYPP8DTxwccx/FJXRzYuhULJk+u82FIVWBKUh1QdpFbmptDWPpgFRcXq2XRTI7joKWtDaGWFgoUzLIwNjWVmVorlUoVzkAyMjHhGwcigkQiUVieobGx/MtReovL32pSsk1ue+m28vuqs+L0645AIIChsTH0DQ2ho6MDUwsL6BsYICsjA0nx8ZU2dOA4TP/+e1hYW/ObMtPT8fv338s1dA6urkiMial0Cj7HcTj+4AF8W7eu9XlVRlUd46XTp/HZ4MEQCATY/vffMDQ2hqW1NX78+mv4nzkDAJg8Zw7mLVsmp6xrmh1//IGF06bB2c0N14KDZeq/cPIkxrzzDvT09HA9NBR2FZYvqUvWLVuG5fPny2zjOA63IyLg6OJST1IpprY+WIUFBXh46xYO+vnhxF9/1ViO98eOxahx49CmSxeIxWKkp6QgMz0dEUFBCH35kvc1y87M5FOZxTcnKwu52dnILbUK52Zn12hdwNeRikqTzP/ltpXfV4aUCMViMSQK2iUdXV1oa2uDK9d/lfVRZW2HMmWN4zhIpVLesKAsvIQq+SREeJKezpQkTVKmJLkCeP0igbyecBwHgUAAoVAIrvRXIBSW/JZ+OWlpaUGopQWhUAihlhZys7NlAuW5eHrCxMwMyQkJSI6P55W3yr40PZo2Rcfu3dGsbVs8uXu3xFm91II1ZcECNGvXDheOHcO5I0eQU2r1qswHQygUolPPnhg4ciTy8/KwbM6can91l+UrLi4uCYIZHo7Lp09j28qVcsfW1crvyjq87Kws9GrWDHEiESbOno1F5WSUSCT49bvv8MeyZQCAbn37YsP+/TAvXYpD04jFYnT18kJMVBR+Wr8eYyoMQRAR3uvWDXevX8cnEyfi182b60Suivy5eTPmlsbtqfisfvbll/h5/fo3ckq6shAK369dC47jkFk6fBcaGIgrpcp2edT57BMRCgsKkJebi/zcXOTn5SEvNxcFeXmIi45GTGQkTMzMoKevj6LCQhQWFJRY+Z8+xdO7d2scsBMoUS4MjY2hraMDqUQCSXExJBIJiouLISkuLvkgLVUMpFJpvVm1XxekACKBN1NJunr1KlasWIEHDx4gPj4ex44dw7Bhw/j9RIQlS5Zgy5YtSE9PR8eOHbF+/Xr4+vryeQoLCzFnzhzs27cP+fn56N27NzZs2ADHapiZy5Skh3fvwrjcCvFnjxzB74sW8Z3ozCVLMHDECH6/uKgIr54+xVeffSbjU8MJBNhz6RKsbW3l6kpOSEBcdDTsnZ0V7gdKGs7khATERkXBwcUF1ra2ihvN0nxxUVGwL81XdryiMivuU7aN/1/Bl0fZvuSEBMRERsLJ3R22Dg680iMQCACOQ0JMDAY2ayY7XCkQ4HJ4OBycnWvcCSjrvHNzcnBy/37sXrdO4ZIZn0+fji9mz4ZDha90ZeXl5+Xh1MGD2L12LV48eiRXXruuXTFs9Gj0Gz4cluUsReqa+VQfsXZUYf6UKdi1YQNc3N1x8elTGBgayuU5cfAgZo8di/y8PLi4u2Pb33/D1Nxc7fGUKnJ0715M+/RTWFpb405UFPQVBLi8e/06hr/9NoRCIfxfvICnt7dGZFHG3q1b8c3EiQCASV99hS9mzEBUWBiCX7zAwtJJHdPmz8fcn36qU7nqClWG7xrqs1+GskkQXfv1Q1GpMpWZno705GQUKHAsr66yV370oLwCVbatzNr/6PZtrF28GI/v3FFYzpcLFsDByQlGpqYwMjGBsYkJbl66hLVLlvzrEmFiguxyIygGhoZo+9ZbuHb+vFx53s2bIzQwsMqRha59+0K33LtYmJ+v0A/rrb59ZYLSFuTn40aFfIr61uycHLRu3/7NjJN0+vRpWrBgAR05coQA0LFjx2T2L1++nIyNjenIkSP07Nkz+uCDD8jOzo6ysrL4PJMnTyYHBwe6cOECPXz4kHr27EktW7ak4uJileWoLM5CnEhEtwICKo1JUR8xUV4H6uO63PT3VxgL5VZAQIMorzo0tOfq9tWrfMyha5cuVZr3xZMn1MnNjewBctXRIQeO02g8JalUSr2bNyd7gH7/8cdK8342ZAjZAzRx5Ei1y1EZe7du5a/folmzSCqVyuzfvWkTv3/jihV1Kltd8ia0qarIFycS8TGcypKnUKjR+EZSqZT++PHHWsVO8zUwoFmffEIXjh/nY+QpO9/srCy69M8/tGT6dHrbxaVW9aqaKra9mo6T1GCCSVZUkqRSKdna2tLy5cv5bQUFBWRqakqbNm0iIqKMjAzS1tam/fv383liY2NJIBDQ2bNnVa5bHRdZlRf/v0hdXxd1N0z10dBVrL8hPFd5eXn0lpcX2QM0Z/x4lY5JTUmhYV27ygR0tAfISSikWDWej1QqpdPHjpE9QJ6GhhQaFERxMTEUExVFMdHRFBcTQwlxcZSUkEDPHj8mvz/+4GV5fO+e2uSojH3btvF1fjdjhpyCVMa6Zcv4fA0pOGd90FCefWU0VGVPUZvlwXE0uk8fGtW1K/X39aXO9vbkra2tUAm5oqTvrOp8ldX724IFtGXFCj79tmCBXHBPVfO5A3Tn6lWZev8zwSQ5jpMZbgsPD4eHhwcePnyI1uUcVYcOHQozMzPs2rUL/v7+6N27N9LS0mBeboZYy5YtMWzYMCxZskRhXYWFhSgsLOT/z8rKgpOT0xu7LMl/DXVOg9ZEea8jy+bNwx/Ll8PGzg4BgYEwNTNT6birFy/io7595bZvPHAA75YLIiqVSpGemoqUpCQ+pSYlITU5uWT4IiMDmenpfMiFvNxcPuXn5dXYb0MgEMCk3PBD+V9zS0uYW1rCwsqK/7W2tYWNnR0srKxUXsvswI4d+Ko01MIX06djye+/Vzrc/NO332LDr79CIBBg44EDGFJuiJ/x+qHO2YaqUl/DmjWdDalKvjKMTU2xZv9+dC8NNfKfmd1WUUm6efMm3nrrLcTGxsLe3p7PN3HiRERFReHcuXP466+/MHbsWBmFBwD69esHNzc3bFbimLl48WKFChRTkt4c1N0w1UdD11B4/ugRBrVvD4lEgu1//43+Q4eqfGxcTAw6VAilAZS8744uLjA1N0dGWhoS4+IgrmTtsOoiLJ0EAIB3gJVIpVCXO7SWlhasbGxgY2cHeyenkuTsDHsnJzg4O0NHVxeZ6el48fgxfpgzB0SEcdOmYemaNVX64xERvp00CXu3boW2tjZ2nTyJ7v36qUlyxn+F2sRO03S9NclnZGyMxdOm4dGtW+A4Dl8vW4aJ33yD7Ozs/7aSFBcXBzs7Oz7fhAkTIBKJcPbsWaVKUt++feHh4YFNmzYprItZkhgM1RCLxRjcoQNePH6Md0aNwqYDBxTmk0qliBOJEB4SgqiwMESGhpb8hoUhPChI7h1Vhqm5OYxMTHjlw8LKCmYWFjA1M4OJmRlMzc1LggMaGUHfwAAGhoZYMHUqLp89i/dHj8bKbdv4GZLluXzxIt6rYNHSBqAFwNvXF79t24ac0kCh2aXTxtNTU5GWksL/piYlITkxEamVRCdXRtMWLfDx+PFwb9wYbl5ecHB2rjQ8gkQiwf8++ggnDx2CvoEB1u3dCxNTU406vitCEwsYMxoWr9MHYGFhIRZPnYqDfn4AgMEffID5q1fDzt5eY/133QYxqQa2pd7rCQkJMkpSUlISbErX8bK1tUVRURHS09NlhtuSkpLQpUsXpWXr6urKLO/BYDAUs3nlSrx4/BhmFhb4Ye1aZGdlISwoCCEvXyL01SuEBwcjIjgYESEhCmfylMfU3ByOLi5wb9wYWlpaePnsGV49e8bv9/D2RnhICDLT0xEvEuHj8eOrXKYj5OVLXC5dX2zavHnQ1tZWmO+fcsvAlCEVCKCvp4egFy8QJxKpPKwlFouRnJiI5IQEJMbFIU4kQpxIhNjoaESGhuKxgsj6L58+xXflojlra2vDyc0Nnk2awMPbu+S39G8LS0sIhUKs27MHOVlZuHzuHMYPHw4Aalm+RFXUvWwKo2Fi5+jY4JWjMnR1dfHzli1o1qYNlk6fjlMHDiDoxQvNVqoRT6caACWO27/88gu/rbCwUKHj9oEDB/g8cXFx9eK4zWC8SaSmpNDhPXvIWUuL7AHq4etLbRwc5JywyycXbW1629ubRg8eTN9Nn07b1q6li6dOUcjLl5SXl6ewnuDAQJo5Zgw5CYU1cvCeNXYs2QM0duhQpXmOHz5M5gCZA2QpEPB/Txo9mlZ8/z3ZA9TJzY2uXLhQK4fynOxsmvvllwqvzaQPPqBxw4ZRT19fctPVrfQ6Nre2pve7d6dvJ0+mXxYu1LjjuyICnz7lZyTWZb2aIlYkouv+/q+t/Ax57l69Su0bNSJX4M2d3ZadnU2PHj2iR48eEQBatWoVPXr0iKKiooioJASAqakpHT16lJ49e0YfffSRwhAAjo6OdPHiRXr48CH16tVLrSEAGIw3mdTkZLp15Qrt3LCB5k+ZQu/36EEtGjWqtBNvZWtLI3r2pG8nT6atv/9Ol06fpojQUBKLxTWW4+99+xTWtXTOHCooKFB4TKxIRC7a2mQP0P1btxTmeRUYSE5GRmQO0MKvvqIYkYjmTJlC5gB1bdGCMjMyyNPQkK+vJiEKUpOTacX335OPubnCc6ioXEgkEoqJiqIrFy7Qjj/+oAVTp9IHffpQOyenSq97+bRg6lS6cuECJcbHK50pVxmKlIb0tDTav2MHfTpwIDkKBArrvVEHoS/UzV9+fvz5aCoEBaN+iI2Opj4+Pm+ukhQQEEAo1QLLp88//5yISqxJixYtIltbW9LV1aVu3brRs2fPZMrIz8+nqVOnkoWFBenr69OQIUMoOjq6WnIwJYnxppOelkZ3rl2j3Zs20cJp02hkr17U0sZGpQ75vW7daP/27XT/1i3KSE+vtJ4YkYiu+vtTTDW/2GNFIqUdc2s7O9q4YgVll/s4IiJa8tVXvHyKyMrKog5NmpA5QO/06MErcelpaWSvr0/mAJ08elTOYuLAcXTqyBHKyc5WKGeZchETFUXfTZ9O7vr6/LFveXnRjM8+4y1jTkJhtTrlnOxsenL/Ph3avZt+njePPurXr8r742NhQcPffpu+nTyZtq9bR9cuXaKkhASlylNFpWH2uHE0evBgXuGsLFUVg6qhoei5ep0tYgx5Th0+/N8IAVCfaHoKIYNRU6rrOJuWkoKQly8RHBiIkMBABL14geAXL5BUyTIKTq6uaOzrC29fX+gbGGDl4sUy+1Vdnf7Pbdswq5wPy+otWzC6Gj4s+7Ztw7eTJkFSOtNm8Pvv496NG0iIjQUAmJqZ4fMpUzB+xgwkJyZicPv2KCgowO5Tp9B70CCZsogIY0aOxD9HjsDOwQGXHz6EdaNG/P7p48djz7Zt6NG7N+5cuqRQHo7j4NW0KZq3bYsWbdsiKT4eG1esKJkyzXEQlK4rBQDN27TB1HnzMHD4cAiFQsTFxCAyNBSunp61dngu7xtUHjMLC2RlZChdMsfc0hLevr7w8vFBYx8fNPb1hYmZGQa1a6c0ZELT5s0xZNQoDBk5EveuX+fvR/nlUybPmYMFv/yicgiE+uTc8eMYV24VhzLUsZAwo2EQ/PIlvH183vzZbfUJU5IYDZG//Pzw7aRJco6zZTPJQl+9QuirVwh5+RIvHj9GWFAQsjIylJZn7+QEb1/fEoWoWbOSDrRpUxgaGSErMxObfvsNG1esQJGCmWhVdSqxMTFoWSHmilAoxOPISDhUQ0moqFwUFRXh2N69WP/LLwgLCgIAaGlro7hcuIAVW7fi4/HjZcpZ++uvWPztt9DW1sbJq1fRvlMnmf1PHj5Ez7Ztoa2lBZ3SEAE8HAfrRo2QnJhYpbzt33oLsxcvxtu9e6tlvbXYmBiEh4TA3ctL5rqVXRcXDw/s2bwZa0uXLRn20UeYMGsWwoODEfT8OYIDAxH84gWiwsOrFTtq0Hvv4aslS9CkWTOZ7eXrPbRrF1Z89x0AYMjIkVizezf09PRqfc6a4tXz5/h8yBDEREXJbOc4Dnejo9lsvTcEjfffGrFPvWaw4TaGuqitg2hyYiId++svmjRqlMLhDk9DQ4VOzuWTr5UVfTpwIC2dM4f2b99OD+/coSwlz3Z+fj5tWrmSfC0tlZanyvDEVX9/3iG6fLqmJh8WiURCp48epT4tW1Yp3+WLF3kH7e0bNyots0/HjmQO0JjhwxUOjyXGx9OFkydp1ZIl9E7nzhr30dnt58fLbSkQ0O5Khun2bt3KyzyiZ0+5YdC83Fx6+uABP2w3slcvGd8rRclVR4d6+PjQF8OH089z59L+HTvo7vXrlJyYyA/dHf7zT35Ybuhbb1FqSorazl+dnDpyhD9fX0tLuSG3y+fO1beIDDXxn1mWpD5hStJ/F3XOeqno6/Hn5s2V1nv14kW6dfUqbfrtN/pk4ECVfYSqSg4CAV3391c4eaHsfKMjImj/9u0yzsLdmjSh00ePynTAqvrU/H3woJyCZCUUVts3qSquXbpUqbIiiooiTysrMgfof2PGVOrUvG/XLjIHqJmTE4kiI+lGQIDS50DTvi0xIpHMzDtVrl/A2bPkZWRE9gD18PEhUWSkfLnR0TR73DhedgeOo/5t2vB+WA4cR20dHauccedtYkL927ShyR98QP/7+GPeD6uDqyuFBgWp5RqoA4lEIjMjcGSvXpSanEyxIhHdCAig6Z99RvYomXyQmpxc3+Iy1MB/ZlmS+oQNt/03UWccmDN//83HsimPrp4ejIyNoauvXxIBmgiZGRmVDospg+M4jBo7Fnp6eshMT0d0RARCX71SWpahkRGatW6NFu3aoUXbthBFRuK377+X82Gxc3TEnCVLMOKzz/gAh9XxqUlJTkb3Vq0QHxcn47vy5axZ+GnVqmqfZ2XExcSgo4JhvduRkbCwssKQbt3w8N49tGzTBqevX4d+uVXFK1JQUABfBwekp6Vh7/HjGPjuu5XWXd5nSigU4pfNm9UWN+jSuXMYWbrMQnlOBASgayXDnM8fP8bngwcjIS4OjWxtsXL7dujq6cHCygpH/vwT29eu5QN5Dhw+HN/+9BO8mjaVu79SqRSx0dEICwriU3hp/KvY6Ogqh+7Klmtx8/KCt68vHFxc4FAagdzWwaHS+6AusjIzMe3TT3Hx5EkAwIRZs7Dw119lgnbm5+VhYLt2CHn5Ev2HDsW2Y8fUMkzKqD/+M8uS1CdMSfoXdUfYbagRe69fuoQP+/aVafwFQiHuqOCgLJFIkJaSgsS4OFz45x8c3bMH4SEhtZLHqlEjeDdrhg5du8KnZUu4enri7rVr+H7GjEo7ZUVKA1CinBVWEdwRAGYsXIjpCxbU2LdEKpVi1KBB8D93Dl5NmmDP33/jh/nzcfLoUfTq3x+HSwM9qhNFykq3/v3x1Zdf4vzJkzC3sEDAgwdwdnWtsqxF33yDdStWqCyrOh2yy0hLTcWIAQPw+P59me0CoRBPVPDpihWJ8PngwXhZLjBneTp164b5v/yCthX8slSloKAAoogIRISEIDwkBKKICESFhSE8JATRKvo+WVhZwd7JCWaWltDT04N748bwatoUNvb2aGRrCysbG1g1aqQ0GKgyytoXjuMwd/JkhAUFQVdXF79u3YoRo0crPOb548cY0qEDxGIxft2yBZ9MmFCtOmsiX1XtX0NtJ6tLfZwHU5LqgLKL3LN5cwz78EMMGTkS7l5ean/AG/qLUB3LirJzkUqlSEpIQHR4OPZv346DO3eCiCAQCPDLpk34WIMNUlUEBwbin4MH8c/Bgwh5+VJhnmatW6Nrr16wcXDgl6ZITU7mF1xNSUpCWkqKyk6xWtrasLaxgbmlJUzMzFCYn49Hd+/K5VPmGK1Kp6xIaRj5+ecIffUKTx88wNP793HD3x/BgYEq16sqvy9fjqXz5kFPTw8X796FT/PmiIqIQFtPT0ilUlx78gS+LVrUuHxllL8ul86dw8wJE/6dfTVzJn5evVqlciLCwtDOywtEhPshIXD39FS7rFXVP2rgQISFhEBPXx9FhYW8wtu1Rw+cCAhQqZzgwED09PWV2/77rl0YMXq0xqwlyurlOA4CgQBSqbRaDuTmlpawtrGBpbU1LKytS36trGBpbQ1zS0uYWVjwyf/UKSyaNUumfDtHR2w7dgwt27WrtJ5NK1fihzlzoG9ggLMPH8LT21v1k1aR8u0px3H4YOxY9B82DGbm5iVL7Zibw9TcHMf27q11u9sQ2Ll+PRZOm8a393UVoZ0pSXVA2UW2BVA2qdXeyQnxMTH8Df9qyRIMfv99uWNPHTmClYsW8Q+4qvnqMsS/ohcrLzcX0RERiA4PR1R4OAKfPMHBnTtljuM4DqPGjIGDszP/Qpuam+P+jRv8VGiO4/BWr17Q1dNDdHg4RBERlS5P0aZTJ3To2pUfAnL18ADHcSq9/FKpFJFhYQh+8QI2Dg4wNTNDQX7+v6vBl1sZvmypiPy8PESHhyM8JATZmZlqu6ZlCAQCODg7o1XHjsjLzob/mTP8M/Pdb79h/IwZMlOlKxsuqk2jV5UypYl6b9+4gXe6d4dEIsHqLVvweTkFeNwHH+Dvgwfx0eefY32F50qdxMbEoEWFBXQFAgGOnD8PXV1dFBYWoqioCOKiIhQVFUFSXAyd0mWJdPX0oKunh8XffIO7N29i0vTpWLZmjcZkrci927fx8TvvIDUlBU4uLjhw+jSMTUxw4vBhLJg1Czo6OngQFqbS7MAbAQEY1auX3HZNT3VXVq+qWDVqBCJCRloaJOVWeq8pvq1awcbeHsYmJjAyNoZR6a+BkREMS5OBoSH0DQywfP58PH3wAN6+vth+/DhMzMygr68PHV1dfnHkmqLMwqsSHIdB770HO0dHGYXq8b172PHHH6DSPuSn9evx2eTJSuvX9Ae+RCLBk/v3cfXCBVw8eRKP7typcBoczj95Ap/mzat/DaohH1OS6oCyi7xg+nQ8vHkTTx88qNbXT03pPXgwfFu1gnvjxrC1twcnEICIkJqcjITYWNg6OMDS2vpfWUp/qcThni+n4t98kkpx+uhRGeXH2tYWRQUFyKyBT4yqcBwHfQMD5OXmVplXS0sL2jo6yM/L47cZGRtDW0cHxcXFkBQXl/xKJJAUF2tMZgAwNDaGjo4OcrOzUVRUxG8XCoVyDbi5pSXGz5yJz//3P5hbWPDba2r5qau1uNRVb1pqKrq1aoW4mBi8/9FH2LJ3r4y14sHdu+jbsSO0tbXxODISdvb2ajmHjPR0BL18ieiICESGh2Pv9u2IjoxUS9lAiR+XdaNGsLaxgbOrK1zd3eHq4cH/2js4qMUq88/Ro5j0yScoKChAyzZtsP/UKdiUrlcJAEO6d8fNq1cxYepU/LJuXZXlaUr5rkm9AqEQx65eha6eHjLS05GZno4Ht25hSyX+aU1btECfIUPQ/q23oKOri7DS8BZCLS0UFRYiMS4OUeHhSIqPR2ZGhsbbAm1tbV6JLlOqdconHR1oaWvzv9o6OtDW1oZQSwva2toQRUbihr+/XLnmlpYgqRQFBQUoLCiodT+jra0NQ2NjGBga8kpgdnY2wl694vO07tgRrp6ecs9tZGgoHt6+zf/fc8AAtO/aFYbGxiUKppERjExMcPXCBWxZtQpEVPJR3Ls3igoK8OLRI+RW0cbr6Ori/dGjMfj996FXhV9aRfkunjqFTStW8PVO/vpr9Bk8WO643Nxc9Bk0iClJmkSRJYnxZtH33Xfxdu/eaGRnBxNTUxibmsLE1BT5+flIS06Gl48P35lIpVI8uH0bJw8dwvH9+5FcIRAjx3G4GhQEdy+vGsujCd+WuqqXiPDxu+/i3MmT8PDygv+DBzA2NpbLN7hbN9y6dg0z587F98uWVasOiUSC4Fev8Pj+fbx8/hyBz57h5fPniC8NLFkVZubmsLC0LOnkdHSgraMD3VILQVFREQoLCviOKjc3F4nx8SqVa2JqCp/mzeHbogV8W7SAT4sWaN6qVbUckzf+/jsWzp4NIkK/wYPht38/jIyMZPJc9ffHsN69oaOjg4fh4bB3cKiy3IasfCtSpjiBAJ26dcO969dRXE7psXd2RrxIxHeOzm5uiImKkvlQKRvKK0+ZdUVHRwfZWVnIyc5GTlYWsrOykJ+bi9ycHOSV/ebkoCA/H+lpachMT9fQlWHUBVIACQBTkjRJmZLUxcsLWkIhiouLERkaKpfP1dNTZqaEsnxuXl5y+SIUOPaamJryDXZlt4ETCKAlFEIoFEKgpVVi2SgulrHUKGo0lOHi7g4La2vo6OiA47gSDZ7jkJSQIPMF0qRZM9g7O5fUKxBAIBCgsLAQ/qdPy8rHcXj3gw9gbGoKYZmcQiFCAgNx9cIFvrEbMGwY2nTqxH+BcQIBHt65g8O7dsnJ2K5LF1jZ2EBQWl5aSgpuKIiM3GfIENiUs1IkxMXhUunslvLUdNjh+qVL+KBPH7WV9ybwx8qV+H7OHOjq6uL87dto3qqVwnxnTpzAJ0OHwtTMDM9EIjlFoDxJiYm4e/MmHty5g4d37+LR/fvIyc5WmNfW3r6kA8zOhlAoRKe338atq1f5oeyVmzbJDP2pwuply/DD/Pnwad4cKzdtQmJ8PKIiIhAVHo6IsDBEhYcjOjJSpjMvQ0tLC81atkS7Tp3QtmNHtOvUCe4VvtxjY2IQ+uoVDv31F/7asQMAMO7LL7F87VqZtqIMIsKQ7t1x69o1TJw2DcvXrlXpPBqy8q1MmUpLTcW5v//GPwcP4trFi0rbMQ9vb7zdpw+69e2Lzj164NThw2pRCueMH49927bBztERx2/ehL6+Pq9AF+Tno6h0yLaosJBPYrGYH8IVl6bi4mIkJyRg96ZNyM7MhIGRUUkbXWaB6dULHt7ekEgkkEokJdZxiQThQUF4dPcu3wc0a90a9k5OIKISny6pFPn5+bh1+bKc7L6tWoHjOIjFYhSLxcjJylKo8JuYmkJLR4cfjRAXFSE7K0sun3ZpHolEUml/YmJmBjMLC+jp66PsKc9IT0diXByfx8bODhzHISU5mQ/+qq2jA0tra+jp60NcVARtHR1oaWmBiGRcJ6qadKJTOlyup6eHgqIiBKWns2CSmkRRnIW//PxUihWjjnxFRUX0/PFj+uHrr2sVH8dRIKDeLVrQ7HHjaMf69XT+xIlqx3YpiydSWR5Vz1mV8lSNP6PufKrC1n6S5e6tW2StpUXmAG3bsKHSvBKJhNo3bkzmAG1as0ZmX4xIRAf37KGZEydSB29vhYEoHQ0NadDbb9M3U6fSjk2b6PaNG/To/n1q4+FB5gC5mZvTjStX+PKuBQTUOC5TUmIi2ejokDlAD+7eVZinsLCQnj95Qgf+/JO+//prGjFgADVu1Eih7E1sbWnsqFHkt349/bp0KVlwnMz+Nb/+WuXCtJcvXiRzgGx1dSkuNrZG59XQqKo9OHPsmMK27fj+/TUqTxVysrOpi6cn2QP02ZAhdO3SpRqVFxUeTu2dnfmYY4nx8SrLp652V53tZHFxMb14+rRa7Z+i8ygoKCC/NWuomZWVfEw3jqOezZqRh4FB1X0cx1Fza2u57bYACyapaZQFo1LnA65KPkUPrqNQSDcuX6b7t27RpdOn6ejevfTd9OkKHyL/s2flyqyOQlMd1NE4lVGXCqkm5XvTSU9LoxYuLiVRqkeOVGn1+R2bNpE5QM2dnOjYwYP01ZdfUltPT4WKxVvNm9OMCRNo19at9OLpU35B2jJuXb9OHpaWZA5QKzc3Cnr5Uq3nN/GTT8gcoCljx6p8jFQqpejISDqyfz/NnzWL+nXuzCtbypIFx6mkzEmlUhrw1ltkDtDcGTNqcWavD/X1UfLwzh2ZhY4dBYJqvefRERHUwcWF7AHq2rgxJcTFaUROdX7E1nV7mpWZSd/PnKlUCWppY0NTP/mEDuzcSbEikdJ642Nj6dyJE7Ti++9pcMeOTEmqCxpSxG11fi2Uz68uhUZT1LVCqin53lRE0dF8h93a3Z0yMzIqzV9UVEQ3r16lRd98Q1allqfyyVIgoF7t2tHCr76i08ePU1pqqsJyYkQiuurvT9s2biRbXV0yB6h3+/aUmJCg9nO8feMGmQNkp6enVB5l8pUpPWKxmM6fPk0fDhlC9gYGShUlX0dHmvO//9Hp48cpKytLafn+58/zMsVrqONtaNTHR0msSCSjJJV9oKryvosiI6mjqyvZA/SWlxfFNwCrX0NtT6/7+ytUkP7y81P40aWKYcGe45iSpGkakpJEpP4hLwajNuz285MZLvpx4UKF+URRUbRzyxYa/d575GxiIqcY2Onp0TdTp9Lp48erVLLK6q24VMcnQ4dSTk6Ouk+RiEosN2+3bEnmAP2xcmW15LMQCGhI9+7kZW0tI6+bmVmlViVzgBppa9M7PXrQ78uX07PHj2U6C6lUSv06dyZzgObNnKmR826I1PVHibLOu1uTJrRxxQqFS74QEcVERVEnNzeyB6iLpyfFxcTUibyvK5qwFPqtW8eUJE3T0JQkVfmvWzcYmidGJJLzpylbU6ygoIAuX7xIC7/6ijr5+Mh1/h6WljT+o49o89q1vBXo5tWrKtdbUUGy4DiKVtJZqYsdmzeTOUBtPT1JIpEozff00SO561L+vGdMmED+58+TWCym3X5+ZCUU8tdu89q1dOrvv2nO//7H+1eVT03t7GjK2LF07OBBykhPp0vnzvFKZkJ8vEbPvyoqWs7eFBR13hXT4A4daONvv5EoMpJiRSI6fuAA74PUxcODtcMqou4PfLbAbR3wuipJDIam+WPlSoWKQP8uXcjR0FBuCK1/ly7069Kl9ODuXZkFdmdOnMhbglThxJEjCuu9VrqQrabIzs7mrWBrfvmFVwZyc3Pp4tmz9N2cOby1SVFa8+uvVFRUJFduZY7lYSEhtPWPP+jDIUPIocIQnZVQSAO7diVfJycyB2j+rFkaPf/KKG85sxQIaPcbZr2u2HlvWrmSdqxfT+/36CE3FFc+NbOyopjo6PoW/7VCnR/4bIHbOoCt3cZgyPPg7l2826MH8vPzleaxsbVFrwED0HvAAPTs21cmsGZ5QoKC0LFJE3Ach9svX8KrkmUgHj94gI/feQcJFaYyC4VCPFZhLbPaMqx3b1wtDQTIcRw8GzdGVESETIBRRahDvsLCQty6dg0Xz5zBxTNnEKxg+Zx3R4zA4GHD0L1PHzSysalxXdUhNiYGLRUEq6yL+1GXKAtlkJSQgNNHj+LIn3/KBGAEVF/zkaEZNN5/a0T1es1Qtyaqqkn6TTVdM15fJBIJPbp/n+bOmMFP9a+Y2jVuTKt+/pmePHxY6ZBURT5+910yB2jWpElK8xz480+y09Mjc4C8bWx4y4WVUFgnlgtFw3xlqZmTE00dN44O//UXJSYkyA2jaUK+qIgI2r5xI30ybJhCud5u2ZK+mzOHLp07R3l5eWqvn6hkKvj3X39dL5a9hoYy36Ub/7Hr0JBgw211gDovckWT9Oa1aykjPV0ubV679o02XTM0g7oVa6lUSoHPn9PmtWtp9PDh5GZuLtcRNnd2pvEff0y/LFlCL1+8qHFdN65c4X1rkpOSZPaJxWJaMHs2X+cHgwdTZkZGreMfVZer/v4KlYH9u3crnH1TG/liRCK6Uo17efr4cTIHyFpLi7o0ayYno62uLr3bsyf9unQp3bp2jQoLC6stU3mkUimdPn5cob9ZmY/Yf+0Dj8VNa3gwJakOUNdFruwrtKpU5gzLYChDHT4hxcXF9OThQ9q0Zg2NGTmSvG1sFHZ+5gA1tbenB3fvqhQPSRWkUin1bt+ezAFavngxvz01JYWG9e7N1//jwoXVslCpE0XvsCbezZ1+fmQiEJARQCYCAe1U4V6Wv37ff/01JSUm0uG//qIpY8eSj4OD3H10MDCg9/r1o99+/JGuX75cLUvTrevX+ZAP5igJ3Dlm5EjeclaWLiqIzfamw2YWNyyYklQHqOsiH/7rrxopSGVp0bff1lvnwGjYiKKjyaIGnXd6WhpdPHuWflmyhEYMGKBwar69vj4N79uXflq4kFq6uZE5QG08PDQyk+rogQN8p3vhzBm6dO4ctXR1JXOURNg+fviw2uqqrqWmDE0Po8WIRLyCVJZMVVTEzp08yVvj/jl6lD9GKpVS0MuXtG3DBhozciR5WlnJ3edG2trUt1Mn+m7OHDp++DDFiES8Alxmobx88SI/LFr2bCydN48y0tP5fNcCAmjSp5+SOUBe1tZvTDTw6sBmFjccmJJUB6jjIl/191c4VGElFFJkeDgVFRXxKTI8XKnFqX+XLvT00SP1nRzjtSYjPZ22rFvHKxIV0ydDh9L1y5epuLiYMjMz6ebVq7RpzRr68rPPlC734WRsTO/370+//fgj3bhyhQoKCigzM5N6tWtH5gD5ODhQVESERs5HLBaTu4WFnEyt3d3pxbNnaqunJpaa8mhymG/Fzz/LKEhl6aoKfi1SqZRalkY9r2hRlEqllJmRQVEREfTo/n368rPPqvwwczEzo+bOzgrbrZkTJypVgPLz8/lZfu/06CEzk5HBqEuYklQH1OYiS6VS2vj77/yXZwsXF7JU4Su04tfq5yNH8lOqLQUC+nbaNP7rjVF7GrqTfHn5pFIp3b11i6aMHUv2+voqD9cq29fGw4MmfPwxbVqzhh4/eCDTocWIRHThzBnq26kTmQPkaWVFrwIDNXqeiuILvXj6VK111NRSo0kKCwtp7uzZChUkVeVTdv1czcxqPNSvKPXu0IGWzJ1LB/fsoScPH1Jubq6cLCFBQeRkZETmAP38/feauGQa43VqDxiVw5SkOqCmFzkvL0/ma23y6NGUl5en8ldoxXwxIhGNHTWKL8/bxob2795Nouho9sLUgvqM76JKYycTuZnjyNfRUabDampvT8P79KFurVqp1MHJzErjOPrpu+8oMjycMjMyZIZzK0a0ttXTo8cPHmj0eihzjFbnLKkjBw7U2FKjKcJCQ6lbu3a8LEN695ZR5P73xRcqlaPs+pVPdnp6Cq115gD16diRRg0aRKMGDaL3+/dX6pRdMVlwHLV2d6cPBg+m+bNmkd/69XTx7Flav2oVv//yxYsavorqoaHHe2ro8jU0WJykOqAmcRZiRCJ8Nnw4Hj94AKFQiB9WrsSk6dPBcVyt5bl88SK+nToVIUFBMtsFAgFWb9mC0V98Ues6YmNiEB4SAncvr0rjnDT0fFWhKL6LQCDAvn/+QYcuXWBqZqYx+f7ctg2zJk6EVCqFQCDA7AUL8Fb37khNSUFcTAziRCKEh4bi/KlT1T4vfX19NPH1hbePDzy9vUFEePn8Oc6fOoWc7GylxwkEApiamcHI2BiiqCi5fU+iojQa90bT8XbiYmPRr2tXREVGymwXCoV4UU8xfY4cOIBpEyYgOzsb5ubm2LhzJwa/+y5iY2KwbMkS7PLzg5W1NR68egULJXGmylD2PB85fx7ePj4wMzeHnp6eytdZWXkLfvwRoqgoBAUGIigwEGmpqUpl4jgORARtbW0MHDoUno0bw9HZGbb29rCxs4ONnR0a2dhAS0urJpePl1OT7YH//fto0bp1jetVh3yJCQnYs20bflq4UGY7x3Hwv38fLdu0qVG56pSxIcLiJNUBZZroyyqGGcqsAscPHeLXaPKwtKQrly6pXabCwkJaOm+ewi+6X5YsoVvXrytcw6oyy4VUKqXkpCRaOm8eb7K34DiaMXEiHd63Ty7NmDiRz2cpENBvP/5ISYmJchGFlX35FBcXU1pqKoWHhtLDe/do/qxZ/9YrENCvP/xACfHxVFBQoFJ51UEqlZL/+fPUvXXrSr+Q3czNqWfbtjR21CgaOXCgytelfBmDu3enz0eMoHd69qS3W7Wilq6uCv3TqpssBQJq5eZG7/XrR19PmUIbVq+mcydPUlREhFIH/7IlLCqmRtraKtVZF3FvNOUYHRcbSy29vMgIIGdLSzLmON5S47dxo1rqqA65ubk0dcIEXoa+XbuSqEJk5sLCQmrn40NGAE0ZP16lclW9furMl5yURNcvX6ZtGzbQwq++ok+GDqXOvr58TCtVLFFe1tbU2deXhnTvTp+9/z7NmjSJfly4kP5YuZL+3LaNThw5QlcuXaLHDx5QWEgIJcTHU05ODu3aulVtlpWyMAqKkq+jI306bBit+OEHunDmDG1YvVppvUVFRZSclEQhQUEy7amlQEDrV61SOiO0YvucmJBA2zZsoHd69Kh0uLSRtjZ99eWXFBEWVqPzfh2sUzUdYmSWpDqgTBM1B/DVwoUYNHSoXJ7Tx49j1U8/ofzl8vDywtLffoOtvb1G5Hp0/z7mfPml0v0cx8HZzQ3eTZqgsY8PUpOTsX/3bl7G3gMGwMLKCvExMYiPjUVcbCzy8/LUIpuenh6MTUygp68vZ5EAAH0Dg2rVpaurC0NjY+jr6yNWJJLZJxAIsPHPP2FpZQWpVAqSSkFEJX8TQSKRQCqVQiqVori4GPdv38aZ48cVylVT+TSBrp4e9A0MkJGWJrNdIBDg5NWraNO+PXR0dKpVZmUWBEsrK2SkpyM9LQ1hQUH4fMQImee5LiMox8bEICI0FG6enmqpLz4uDoN69kRocDBcXF1x+vJlFIvF6NmpE9JSU7Fm0yaMmzRJDZJXTWxMDPwvXMCq5csRGhwMjuPw9YIFmLdokUJrys3r19H/7bcBAOeuXUOXrl1VqkOV66fufBWRSqVIiI/HzatXMXXMGBQVFaFtx46wbtQIifHxSIiPR1JCAiQSicplqkKzVq1gamoKPX196OrqQldPj//V0dGBto4OtLW1//3V1kZYSAiOHzyInJycGtdrbmGB/Lw8FBQUVJpPV1cXdo6OsHdwgK29PewcHBArEuH4oUP8O+fo4oLY6GiZd9DdywvhISFKy+U4Dj379cOHn30Gdy8vJCcmIjYmBo5OTrBWEH09LTUV927dwq9LlsiVs3LTJvg0bw5tbW2ZfcmJiYgRiZSWqQnK968cx2H2ggUK+2FF5OTkoFvPnhqzJDElCf8qSWYAaj9YxvgvoqenB0NjYxgbG8PE1BT6Bga4c+OGTB6BQIC//vkHPs2bo5GNDa8A/bltG2ZPmgSJRAKhUIhVmzfXakhV1fJqW29sTAzCQkLgUc/m+4T4eAzq2RMhQUFwdnHB6cuX4eLqCgDYuHYtvpkxA07OzngcElJtpbO67PLzw7SJE/mOz8TEBHuPHkWP3r0rPW7K+PHYvW0bmvr64vrDhxqXUxPs27ULU8aMgUAgwHF/f7zVvTuAEkUqNSUFSQkJSElORmpKCtJSUpCSnIy0lBRkZmQgIz0dmRkZJSk9HTnZ2bVSZhj/HQhABsCUJE1SUyXJqlEj6OrqakiqEnJzc2UsDWYWFjA0NARQ0viIi4pQVFSEgvx8hWtL6RsYQFdXF1paWiVfsRyHhLg4uXx2Dg4QCoX8/xKJBPGxsXL57B0cwAkE/1puxGKkpqTI5bOxs4O2tjaEQiE4jkNxcTFioqPl8rm4uYETCECl5YnFYoXylUdbWxvGJibgBAKkJifL7dfS0oKjiwtc3Nygr68PoVBYco0KCmBmbg5jExNoaWnxX5o6OjooKCjA1nXrZL7qOI7DL+vWwc7BAQaGhtA3MEBOdjY+GDRIJQtMdZQQdVtWNG1B2LVtG6aX87dau2ULPleDr1x1SUxIwKCePRH86hWcnJ1x+vJluLq58fvz8/PR3N0diQkJWLN5M8ZNnKgxWV69fIn2Pj4y2wRCIQJVsM6lpqaibZMmSE1JweJly/DV3Lkak1OTTBkzBvt27UIjGxv8tnEjWrdvX6PnOTEhAZM+/RRXL12qNJ+3jw8GDR2KRra2KCwsRGFBAYqKilAsFqOoqAgRoaG4eukS8kqtxl5NmsDbxwd5ubnIyc6Grp4etLW1S6zRpRZpiUSCgoICPL5/X64+F3d36OjoQCAQQMBxEIvFCA0Olsvn4OQEqUQCsViMIrEYhQUFKFRgfbKytoZBaXtenuLiYhSLxdAqbUPLKCoqQlZmZrWs4EItLUiKi1XOXxEtbW1oa2lBWNqHaGlp8XKUUb5fqohEIkFxcTG0tLQgFApBRMjPy6vSImdpZQU9ff0q5ZNIpXgZG8t8kjRJ2ZimGUCWQiE9e/yYkpOS+PTs8eM6icKrDFVmy1UnUnB9+DTUJt9P331Hvy9fTsP69CFbXd1KfR9+/v57ys7OVnqdKkPd50Gk2Xg79UVkRISMv099TbFPTEigNk2akBFATZycKFyJv8b6338nI4B8XFxqvVSHMh7cu0de9va1mlW3d9cuMgLIWl+fIsLDNSKnpsnJyaEmdnYyfnXV9X+5dO4cNW7UiMxREjV8ypgxMu/bhtWrae6MGTJ+duM++IDCQkJ4v5ZXL17QtC++4Pe39fSkW9evV0sOdbYH6o7kvn/3boXtXzMnJ5r4ySe0ftUqunn1KmVlZSmVUSqVUmJCAt25eZMO/Pkn/W/MmBr7T1pwHC2dN4/+PnSIHj94QJkZGXy95Wfuvt2yJdno6Mgc297bW2FYC0cjI/rtxx8V+t6Wh4UAqAPKLrJFJS90XSxmWVs00Xk3tHx5eXkUcOECjfvgA404Hqv7PN40XgYG8opJfU2xjxGJ6O/Dh6mFpycZAeTt6KhUQSIqeWY8bG3JCKAdW7eqVRapVEp/rF5N5tratYp/VFbWoJ49yQig9wYOVNtyMHWJImXAguNot58f5efnV3psUVERLZk7lz/urebN+Zhdit63yPBwmvTppzJO0xU7WwuOo3kzZyqM86Tq+airPVBnH1ITpasqGRWVaSkQ0N4dO2jj77/Tt9On04dDhigMPqoouZqZKd3XsWlTWr54Mb8WZPlrYykQyNTRxNaWtm/cyE8YqujgzRy364Cy4baXgYFo0rSp0nzqHhLRBK+DjOpA01PJGbJIJBKsW7UKP373HQoLC+X2CwQCBGo4fAAgO8wHAGbm5rhy7x7cPTxk8hERcnJykJWZieysLGzbvBmb1q6FlbU1li5fDrFYjLy8POTn56OwoADFxcWQSCQlqbiYH0bkBIKSoRWBAEKhkHcO1tPTQ3FxMfbv2YPnT54AALp2744OnTvj919/rfEwZHBQEDq3aIGioiLsPngQw0eOVN/FqwOuBQRgaK9eCvcZGRtj4LvvYtioUejVvz90dXX5aen6+vpYMHs27t26BQAYO3kyfly1CvoqDLc8f/IE82fOxPXLl+X27Tp8GO+8/36tzkmdqLN9Vrcvo6plKmp7OY7DoGHDkJSQgMiwMCQnJSmtY9327fhk7Fi57eWvjZ29PY4dOIAfFyxAVEQEgJKJUm/37o3dW7bw79fqLVswdORIjYYAYEoS6iDOAkMjaKKRYMgTHBSEL8eOxd3SDqzfwIHo1qsXFs2dy89a4jgOfx07hiEqzkipCTEiEXxcXOT8xj7+/HPk5eYiNSVFJonFYo3JograOjqwtLSEuYUFLK2sYN2oEWxsbdHIxgaNbG1hY2sLewcH2Ds6wtLSko+x9tOiRVi+dClsbG3x4NUrmJqa1ut5VAdlHWgjGxskJiTw24xNTNDExwf379yRuZ/GJiZY4+eHYdVUDpUpZycCAtC1R4/qn8hrgiY+ilUps6q2NycnB/du3cKI/v1rNYO2qKgIu7ZswYqlS5GiwP+U4zgsXLYMs+fOZUqSJmFK0uvLf8VyVh9IJBJsXLsWS+bPR0FBAUxMTLBs9WqMHjsWHMchNiYGocHB2LZpE44dOgRdXV0cPXMG3Xr2rFF9xcXFiBGJEB0ZiciICERFREAUFYUYkQhRERGIEYlkOl9VEAqFMDE1hampKQoKC5EQFwc9fX306tMHBoaG0NPXh16p866w1LFUS0sLAoGADzNR5syblZGBpKQkRIWHI/DFCwCAgYEBPL29IZVIkJOdjaysLGRnZVVbQdPV1YWDoyPsS9OFM2eQnpaGwUOHYtmqVXBydq5VMMa6RFEH+snYsbh/5w7+PngQxw8dUjgpBADO3riBDl26qFRP+dmVAJhluY5RhzKlKtnZ2fhm6lQc2L1bbh+b3VYHMCWJwfiX2JgYXA0IwMa1a/GodIZP73798IefHxydnOTyFxcXY/TIkTj5998wMjLCSX9/tG3fXmHZYrEYEeHhCAsJQXhoKMJDQ/m/o6Oiqh1Ph+M4TJwyBZ6NG8PSyopPFpaWsLC0hIGBAW+hyc3NRXN3dyQnJWHD9u0YrcDkr4yKw3wA8NFnn2HV+vUwMjKSyUtEyM3NRVpqKtJSU5GellYyBT4xEUmJiUhMSCj5jY9HXGxspUMTZQiFQjg4OsLL2xtuHh5w9/SEZ+PG8GzcGK5ubnKxbtRBbUI8VNaBSqVSbF2/HvOmT5c7TlXLj6LZlQKAWZYbIOr6kFVmpWzTqRMu3rrFlCRNwpQkBqOEnVu3YvqkSbyJXFdXFyvWrcOY8eMrXXKnoKAAIwYPxhV/f5hbWODgiROQSKUIfvUKwa9eISQoCKHBwYgMD69UEdLR0YGzqyscnZyQnZ2N50+e8D5Q7Tp0QNcePbBu5Uq+I1yzeXO1fH7W/PYbFn79Ndw9PPDg1SuVrDOxMTFo6uwsM2ygTh+swsJCxMfFIS42FjHR0YiOioIoKgqnT5xAQnx8lccLhUK4urvDs3FjNG7SRCZZWVnVSKZdfn6YPmmSxkI81ManMDYmBj4Kjn1RuhQNsyy/uSiyTDGfpDqAKUkMBvAyMBAdfH1ltlUW54eIEBcbi1eBgXgVGIhnT57g+OHDVQYBNDQ0hGfjxnD39JRJBvr6SE9Px5PHj7FpzRrEl8bLataiBZYsX46+Awbww3zhoaFwr0FHmJubi2ZubkhJTsbGHTvw6ZgxleYvKirChM8+w9EDB+T2nQ4IwNsa9Hd58ugRulZYr4vjOEz43/+QnJSEsJAQhAYH8zGAFGFpZQXvpk3h3bQpmvj48L/2Dg4Kld7s7GxsXb8ei+bNk9muibXvajoUc/TgQXz+wQdy20/5+9d4qJfx+lDRMqXp/pspSWBKEoMR9OoVhvbrJ7ckDFDS+bh7euLlixd4+eIFXgUG4uWLFwgKDER2JYvpamlpocvbb6N5y5bw8vaGl7c3PBs3hp29vVwHvXn9enw9bZqMtcbZxQXf/fgjRn38MQQCgdrOdfWvv+L7b7+t0poUER6OcR99hPt378rtq4sFc68GBGCwAmfk8soAESE+Lg6hwcEICQpCSFAQgl6+RPCrV4iuZFkeExMTePv4oKmvL5r4+EBHRwd3b93CqePHkZubq/AYTSiF1R2KUbaAMQB07toVfnv2wNnFRa0yMho2TEmqA5iSxGho1OWSH6dOnMCETz9VqvAYGhkhV4l1SCgUwsPLC018fHhLhaWVFaZNmABRdDSatWiBbXv3IiU5mT+XnJwcPHn0CI8fPMCj+/dx9/ZtRISFyZTLcRyehITArcLUfnWQk5ODZm5uSE1JweZdu/DxZ5/J5Tl68CCmTZiArKwsmJmZYeTHH2P75s01HuarCYqGlQCgfadOWL56NTp06lTp8Xl5ebzSVGbtC3r5EmEhIZUOeerq6ioM83Du6lV0KV1jrj4ovz6fhaUlMjIyIJVIwHEctLS0IBaLYWxsjJ9WrqxyeJjx5qDx/lsj0ZdeMzQdjIrBqA47/fzIRCAgI4BMBALaqebApRKJhCIjIujsyZP0bt++MoEPFQVENALITEuL2vn40KcjRtBPixbRkQMH6MWzZ0ojWIeFhvIBHMsnDzs7uWjdypImg1OuXL6cjABq6eVFYrGY356bm0tTJ0zgZejdpQtFRUYSUWkQuzoOILrTz4+/L8YcR2ZaWrxsHw0fTq9evqxWeds2b1Z6/au6L+Y6OvTpiBG05rff6Nzp0xQVGUkSiURDZy5LfFwctfb25iOnR0ZEyNyP4KAg6t2lCy/rsP79SRQdXSeyMeoXFkyyDmCWJEZDQZH1gOM4XL5zB22UzBhTRlFREcJDQxFU6jwd/PIlgkqTMj8WLS0tOLu6ws7eHi3btEHHzp3R1NcXHl5e1V50NeDCBbzbr5/CfQ6OjmjVti3atGsHJxcXTB4zRqEjrqasaDk5OfB1dUVaaip+WbMGzZo3h1QqxTczZuDlixfgOA5z5s/H/MWL633qfXkfLCLCz4sXY+/OnbxT9ehx4zB/8WIQkYz1sbi4GK8CA/Hw/n08fvAAd27exNPHj+XKnzN/Pv43cyZMTU0RGhzMD6c+vH8fL1+8QFxMjFLLk4GBAe/z1LhJEzQu/dvdw0Nti/RWtT5fGRKJBBvWrMGS+fNRWFgIExMTLP/9d/Ts0wfhoaH1vhAzQzMwS1IdwCxJjIbC4QMHFH7FmwgE9MHQoXTu9GkqLi7m80ulUkqIj6drly/T9i1baN5XX9HId96hVo0bV2oZqlju0YMHKfD5c7WubXbF319hncePHJHLW95iYioUqt16pogVP/+sUD4PW1sKuHhR4/XXhpcvXtAHQ4fKWPrKLEHGHEfN3N3JSk9PLRa7wsJCuhoQQJ52diVryxkYUKvGjZUuxVJ2D1t6edGIIUNo3ldf0fYtW+jalSuUEB9freVWEhMSqG3TplWuz1eeVy9fUo+OHRU+6+p4rmJEIrpSblkMRv3CLEl1QG000br0HWG82Tx78gTD+vdHUmJipflMTEzg6OwMAIiKjFTqLwQAxsbGaNykCRydnWFiagp9fX3s3bkTubm5cHB0xF/HjqFNu3ZqPY8yKpuqrehdqc2stZoQ9OoV2ilYhujGo0do0aqVxutXB7dv3sS3M2fi4b17CvebmJigZZs2aN2uHVxcXfH19Ok1ttglxMdjYI8eCA0OhrOLC45fuACpVIqXL16UhHl49Yp3Gq9shqORkRE8vLz45ObhURL7ycMDtnZ2vJN+clISBvXsiVeBgXBwdMTpy5fllp9RhkQiwQ/ffYeVy5bJbK+thVJRfCZlvmmsb6gbmCWpDqipJqpp3xHG60Ntvi6lUikdOXiQGhkYkBFAtsbGZFTOP6SyL/byqbmHB4356CP67ttvaeuGDXT+zBl6cO8eLV24kH9Oy1L/bt0oKTFRA1dClvqwEKmKMktXXS3Uqy4uX7qk8Dz+2r1bzmeotvcjLjaWWnp58b5BZf5a5ZFKpRQjElHAxYu0dcMG+mbGDBo+YAA1c3OTew4rJis9PWrp5UVd27YlB1NTMgLIycKC/vn7b0pJSamWFUrZ/Z09ZQoVFBRU67yJiMJCQhT6bX00fDh9NXUq/fj99/TH6tW0Z+dOmj11KhmzvqFOYJakOqAmmqiiAHPgOEyZORPdevZEm3btYGtnJ5OffVW8mezy88O0SZNACr4uiQhpaWmIj41FXFmKiUGMSIRYkQii6GhERUSgqKio0jqEQiGcXVzg5OoKDkBIcDDiYmJqJC/HcXgaFqbQr0MT1LWFSFWqa+lqqNS1xS4uNhaDevZEWEgIXFxdsX3fPhTk56vUthUWFiIyIgJhISF8iggLQ0RYmEoR1w0MDODo7AwnZ2c4OjvDwdERdg4OsHdw4P82Nzfn42kpmh0IAC6urliwdClGffwxhEJhpXUGvXqFHVu2YJefH3IqCXlRGZxAgKv37qFVhbhXmuC/1tewEAB1QHUvslgsxtgPP8Txo0crzWdrZ4fW7dqB4zic+ecfEJFGoteqg4b+YqlbvtqUR0TIzs5G8KtX8NuwAXt37ZLLUxarJTEhQeF0akXo6eujecuWcHVzg7OrK5xdXODm4QFXd3e5tbuUxdCxsraGnp4e/39BQYHChSE1HQjxdWHXtm2YUS6gYV1M7dcEdX0ecbGxGNSjB8JCQ/ltAoEAv2/ciLETJyo8puI7V1RUhOioKESGhyMiLAxPHj3CLj8/ueNatmmD+NjYKoehy9DV1YWtnR1s7OxQWFiIp48egYjAcRy6du+OwOfPkZqSAgDwbd4cS5YvR7+BAxEXG8vLZ2llhRNHj2L75s24cfWq0roEAgHmzJ8PIkJGejrS09IQHhqKh/fvK8z/do8eeG/UKLz73ntoZGOj8LooQ5V8O7Zswcwvv9RYpPTKqK8+hClJdUB1LnJycjLGfPABrgYEyO3jOA7vvvcegkvH5pUtxllZFGN1o8qDW51x9vpA3fLt2rYN0yZM4BvOhT/8gJ59+iArMxOZGRkljV16Ot/opael8etwla0wX1xcXK06La2sYO/gwH/12jk4wP/cOdy5dQsAMHvuXCz++WeVY7uoaj14U6wlmqShWrqqS12fx4N799CjQwe57YaGhrCwtISZuTnMLSxgZm6O5KQk3L5xg7e8W1hYlMQ5UmHB4jKFvqCgALExMYiJjoYoOhox0dGIjYlBXGwsb6ktU36qi46Ojow1V1tbm1+kmOM4tOvYEcNHjkRubi6WLV5caVtUmQWrDIFAgK7du8PewQEH//qryratYhv4zcKFaNayJa9gRoaHIzQ4WC7IJicQ4Nr9+2jZunWNrouq1GcfwpSkOkDVi/zk0SN8NGwYRNHRMDIywkeff47tmzYp/HrLzc3F08ePcXjfPmxZv16urD79+2PZ6tVoosBxVF2Uf3A5gQBjJ0xAy9ateQUgIz0d8bGxOHf6tMxxAoEAx86eRbeePeWmP6vzq0cREokERUVFKCwsRFFhIaKjotCrUydUfEw//PRT3hnZ0NAQYrEY+fn5SEpIQEJ8PLR1dMChZKp3ZkYG0lJTkZmRwa/Sri7KN6blMbewQHpaGv9/l7ffxrhJk9C+Y0e8DAzEqmXLcPf27Vp99atqPXhTrCWMhoUya2Z1MDAwgKu7O1zd3WFtbY3d27fLvOvVVegLCgqQWNoGJMTHI7H0NykxEclJSUhOSkJKUhKSEhOVRhZXFaFQCBMTExgZG8PYxASGRkYwMjKCoZEREuPjcf/uXf5DbMjw4fBt1gyvAgPx5OFDRISHKy3XycUF2tra4DgOHMehuLgYkZXkrwqO42QsWNaNGgFQn+VHWdiSJcuXo027dnDz8ICDoyM/rKnuPoQpSXVA2UVe/sMP/FBFxcvy9NEjHDt0CMXFxbCwtMSnY8bA2sYGmRkZSE1JgaWVFUxMTeWOzcrMxKrly+XKK6OJjw+6du8Oh9LV1WXylf5NCn4VbSv7zc/Px7MnTxBw4ULNLwpKGgFzCwt+RfWc7Gw8f/qU39+qbVs4OjlBKpVCIpFAUlwMiUSC2JgYBL96xedzcnGBmZkZiouLIRaLUSwWl/yW+7+oqAhFRUUqfVnWBfoGBtDR0UFmRobcPj09Pbz/4YeYOGUK2rRrp1AJ+XTMGFw6fx7bN2/G2ZMnFfpa6OrqYv/x4+jTv3+N5VTVevCmWEsYDQdlVsqT/v7Q1dXlP8Tu3bmDjWvWyB2/58gRvDt8uIz1tC4V+vz8fKSlpuLA3r1YNHeu3P5e/fpBV1eXtzDzv1lZStvzukRLSwu6enrQ0dGBnp4etLS1IapkKZoyrKytoaevj5joaH5bh86d4dm4MYRCIQQCATiOg0Ag4FPZ/2WKG1f2N0pmWN4ttYgrQyAQwNTMDEKhUGb4v3Xbtmjq6ws9fX3oGxhAT08Penp6ePLoEU4dP/6vkjlsGB8nrqK1PTkpCb+sXs2UJE1SpiQZAmCB7F8PjE1MICkuRkFBgUqKlbm5OewcHGBlbS03VMpxHHr374/E+HhEhIVVOn150U8/YeLUqXIvY2VKSFxsLNavXo21K1fKbFfnSvIMRn2gilLT0ENBVFc+qVSK3NxcZGdlITs7u+Q3Kwu5ubnIzclBbk4Ockp/8/LykJ+XJ/NbkJ+PgoICZGVmynx0lqGlpVXt4fz/MgQgF2BKkiYpU5KMOQ5NfHzg06wZiiUSpKWk4FVgIJKTkgAAPs2bo2Xr1nKarCp+JHm5ucjJzoaxiQkMDA0BAJkZGQh8/hzhoaEKv0y8mzaFm7s7dHR1oaunB11dXWhraSE4OBg3rlzh81lYWiIjPV3mJTcxNUVWZqacnJ+PHw9jExOZL4XnT5/iwpkzvNY+8J130LptW6SnpSE+Ph4JcXEIDw1FYkKC6he1Ah06d8Zn48bB09sb2tra0NbWhpaWVsmvtjZ0dHSgo6ODwsJCrFu1ClvXr4dUKoW+vj76DBiA0ydOKGyIiQjJSUk4dugQ5kybJlfvph07MHzUKBgYGPDbKmvYiQipqak4dvAgZk+ZIldeTR2elQ1NMAdqxuuOKkpNQx/yrS/5lNVLRBCLxSVuB0VF2LtzJ7775pt/fZK++w4DhwzhLfKS4mIUl6bE+HjExcbCytoapmZmkEgkJXkkEiQmJODCmTO4df26nCy9+/XDW927AwBIKgUR8aMEZaMX0tLtQS9f4tL58yjIzwfHcXB1c0NkRATfh3Tv1QtNfHxKjiFCbnY2wsPCcPvGDbl6jYyNIZVKUVRYWCPlUNNKEouTRP/GWTAsjXthra8vEw/DQkeHjh48qLH6RdHRNGX8eJVi4VQWRblNkyb04/ffU+Dz50RUvZgoVa1LFSMSycU4MREI6NC+fRRw8SKfDu3bx8cHUZR6dupEf+7YQbm5uXy5V/z9SRQdTYf27SMve3uZ+COqrpulSD5TobDS/OosryrUXR6D8bpRH2vfVYf6kk/VetUln6K2qCy18/Ghvbt2UVFRkcJjU1JSaMyHH/L5OzZvTo8fPlRJPlXawMLCQnr88KFcPmOOo3mzZ9O3M2fShM8+o5HvvEMdmjUjo9J+GxqMk8SUJPpXSTpy6BC1bdJEYTh7Tb84ygKfNXFyIrdGjaoMKLhr2zaFgdbU+eKrqnRVzDd39mz6dMQImcU5Hc3MaEjv3gpf1hYeHnTu9GmNyfemlMdgMBg1oXxbZCIU0vCBA8nexIRvg5s6O9OGNWsoNzeX/5Dd6edH7jY2fPu1dOHCai9jVNM+RFG+MqWLKUl1QPmInQEXL9ZLFN6qtGypVEo5OTl0/+7derVI1OarJyE+nlb8/DP5uroqVfbmf/UV5efna1y+N6U8BoPBqAkV26KMjAxauXw5rwgZAWRjZCQXZbydjw89uHdPbfXWJl/ZqhdMSdIw5ZWk+hwWUaeW3ZCRSCS06pdf6kUZZTAYDIZy8vPzadumTdTU2VmufTbmOAoLCalvEWV4GRjIliXRNBXjLNSnk+F/ZUo3C3LIYDAYDZeAixfxbt++ctsb2mQTTcdJEqi9xHpiw4YNcHNzg56eHtq2bYtr167VuKzPv/gCLyIjcTogAC8iI+t0FoaDoyPe7tGjSkVB1XwNFQdHR6zdsoUPMFamjL6u58NgMBhvEo2bNIFAIKsiCIVCuHt61pNE9cMboSQdOHAAM2fOxIIFC/Do0SO8/fbbGDhwIKLLBcuqLq+7EvI6UJ/KKIPBYDCUwz5kS3gjhts6duyINm3aYOPGjfy2pk2bYtiwYVi2bFmVx2vaXMdgMBgMxutIQ3ft0HT/rVV1loZNUVERHjx4gLkVwsr369cPN2/eVHhMYWGhzMrsWWpcy4vBYDAYjDcFB0fHBqkc1RWv/XBbSkoKJBIJbGxsZLbb2NggQUmE6GXLlsHU1JRPTqXrpjEYDAaDwWCU8dorSWVUXBqESsOjK2LevHnIzMzkk0gkqgsRGQwGg8FgvEa89sNtVlZWEAqFclajpKQkOetSGbq6utDV1a0L8RgMBoPBYLymvPaWJB0dHbRt2xYXLlyQ2X7hwgV06dKlnqRiMBgMBoPxuvPaW5IAYPbs2Rg9ejTatWuHzp07Y8uWLYiOjsbkyZPrWzQGg8FgMBivKW+EkvTBBx8gNTUVS5cuRXx8PJo1a4bTp0/DxcWlvkVjMBgMBoPxmvJGxEmqLSxOEoPBYDAYrx9sWRIGg8FgMBiMeoApSQwGg8FgMBgKYEoSg8FgMBgMhgKYksRgMBgMBoOhgDdidlttKfNdZ2u4MRgMBoPx+lDWb2tqDhpTkgCkpqYCAFvDjcFgMBiM15DU1FSYmpqqvVymJAGwsLAAAERHR2vkIjNUJysrC05OThCJRCwcQz3D7kXDgt2PhgO7Fw2HzMxMODs78/24umFKEgCBoMQ1y9TUlD3wDQQTExN2LxoI7F40LNj9aDiwe9FwKOvH1V6uRkplMBgMBoPBeM1hShKDwWAwGAyGApiSBEBXVxeLFi2Crq5ufYvyn4fdi4YDuxcNC3Y/Gg7sXjQcNH0v2NptDAaDwWAwGApgliQGg8FgMBgMBTAlicFgMBgMBkMBTEliMBgMBoPBUABTkhgMBoPBYDAU8MYqScuWLUP79u1hbGyMRo0aYdiwYQgKCpLJk5OTg6lTp8LR0RH6+vpo2rQpNm7cKJOnR48e4DhOJn344Yd1eSqvParci8TERIwZMwb29vYwMDDAgAEDEBISIpOnsLAQ06ZNg5WVFQwNDfHuu+8iJiamLk/ltUdd94K9F7Vn48aNaNGiBR+QsHPnzjhz5gy/n4iwePFi2NvbQ19fHz169MCLFy9kymDvhHpQx71g74T6qOp+HD16FP3794eVlRU4jsPjx4/lylDXu/HGKklXrlzBlClTcPv2bVy4cAHFxcXo168fcnNz+TyzZs3C2bNnsWfPHrx8+RKzZs3CtGnTcPz4cZmyJkyYgPj4eD5t3ry5rk/ntaaqe0FEGDZsGMLDw3H8+HE8evQILi4u6NOnj8z9mjlzJo4dO4b9+/fj+vXryMnJwZAhQyCRSOrr1F471HUvAPZe1BZHR0csX74c9+/fx/3799GrVy8MHTqU73x//fVXrFq1Cn/88Qfu3bsHW1tb9O3bF9nZ2XwZ7J1QD+q4FwB7J9RFVfcjNzcXb731FpYvX660DLW9G/QfISkpiQDQlStX+G2+vr60dOlSmXxt2rShhQsX8v93796dZsyYUVdi/ieoeC+CgoIIAD1//pzPU1xcTBYWFrR161YiIsrIyCBtbW3av38/nyc2NpYEAgGdPXu2bk/gDaIm94KIvReawtzcnPz8/EgqlZKtrS0tX76c31dQUECmpqa0adMmImLvhKapzr0gYu+Epim7H+WJiIggAPTo0SOZ7ep8N95YS1JFMjMzAUBmEbyuXbvixIkTiI2NBREhICAAwcHB6N+/v8yxe/fuhZWVFXx9fTFnzhy5rwdG9ah4LwoLCwEAenp6fB6hUAgdHR1cv34dAPDgwQOIxWL069ePz2Nvb49mzZrh5s2bdSX6G0dN7kUZ7L1QHxKJBPv370dubi46d+6MiIgIJCQkyDzvurq66N69O/+8s3dCM9TkXpTB3gn1U/F+qII6343/xAK3RITZs2eja9euaNasGb997dq1mDBhAhwdHaGlpQWBQAA/Pz907dqVz/PJJ5/Azc0Ntra2eP78OebNm4cnT57gwoUL9XEqrz2K7kWTJk3g4uKCefPmYfPmzTA0NMSqVauQkJCA+Ph4AEBCQgJ0dHRgbm4uU56NjQ0SEhLq/DzeBGp6LwD2XqiLZ8+eoXPnzigoKICRkRGOHTsGHx8fviG3sbGRyW9jY4OoqCgA7J1QN7W5FwB7J9SNsvuhCup8N/4TStLUqVPx9OlTuS/htWvX4vbt2zhx4gRcXFxw9epV/O9//4OdnR369OkDoGSMuYxmzZrBy8sL7dq1w8OHD9GmTZs6PY83AUX3QltbG0eOHMEXX3wBCwsLCIVC9OnTBwMHDqyyPCICx3GaFPmNpTb3gr0X6sHb2xuPHz9GRkYGjhw5gs8//xxXrlzh91d8tlV53tk7UTNqey/YO6FelN0PVRUlRdTk3Xjjh9umTZuGEydOICAgAI6Ojvz2/Px8zJ8/H6tWrcI777yDFi1aYOrUqfjggw/w22+/KS2vTZs20NbWlpvtw6gaZfcCANq2bcu/EPHx8Th79ixSU1Ph5uYGALC1tUVRURHS09NljktKSpL7wmNUTW3uhSLYe1EzdHR04OnpiXbt2mHZsmVo2bIl1qxZA1tbWwCQ++ot/7yzd0K91OZeKIK9E7VD2f1QBXW+G2+skkREmDp1Ko4ePQp/f3+5Bl4sFkMsFkMgkL0EQqEQUqlUabkvXryAWCyGnZ2dRuR+E6nqXpTH1NQU1tbWCAkJwf379zF06FAAJR23tra2jOk6Pj4ez58/R5cuXTR+Dm8K6rgXimDvhXogIhQWFvLDNuWf96KiIly5coV/3tk7oVmqcy8Uwd4J9VJ2P1RBre9Gtdy8XyO+/PJLMjU1pcuXL1N8fDyf8vLy+Dzdu3cnX19fCggIoPDwcNqxYwfp6enRhg0biIgoNDSUlixZQvfu3aOIiAg6deoUNWnShFq3bk3FxcX1dWqvHarci4MHD1JAQACFhYXR33//TS4uLvTee+/JlDN58mRydHSkixcv0sOHD6lXr17UsmVLdi+qgTruBXsv1MO8efPo6tWrFBERQU+fPqX58+eTQCCg8+fPExHR8uXLydTUlI4ePUrPnj2jjz76iOzs7CgrK4svg70T6qG294K9E+qlqvuRmppKjx49olOnThEA2r9/Pz169Iji4+P5MtT1bryxShIAhWnHjh18nvj4eBozZgzZ29uTnp4eeXt708qVK0kqlRIRUXR0NHXr1o0sLCxIR0eHPDw8aPr06ZSamlpPZ/V6osq9WLNmDTk6OpK2tjY5OzvTwoULqbCwUKac/Px8mjp1KllYWJC+vj4NGTKEoqOj6/hsXm/UcS/Ye6Eexo0bRy4uLqSjo0PW1tbUu3dvvhMgIpJKpbRo0SKytbUlXV1d6tatGz179kymDPZOqIfa3gv2TqiXqu7Hjh07FLZjixYt4vOo693giIiqZ3tiMBgMBoPBePN5Y32SGAwGg8FgMGoDU5IYDAaDwWAwFMCUJAaDwWAwGAwFMCWJwWAwGAwGQwFMSWIwGAwGg8FQAFOSGAwGg8FgMBTAlCQGg8FgMBgMBTAlicFg/GdJTU1Fo0aNEBkZqdZye/TogZkzZ9b4+GfPnsHR0RG5ubnqE4rBYFQbpiQxGIwqGTNmDDiOk0sDBgyob9FqxbJly/DOO+/A1dVVreUePXoUP/zwA/+/q6srfv/9d5WPb968OTp06IDVq1erVS4Gg1E9mJLEYDBUYsCAAYiPj5dJ+/bt02idRUVFGis7Pz8f27Ztw/jx49VetoWFBYyNjWtVxtixY7Fx40ZIJBI1ScVgMKoLU5IYDIZK6OrqwtbWViaZm5vz+zmOg5+fH4YPHw4DAwN4eXnhxIkTMmUEBgZi0KBBMDIygo2NDUaPHo2UlBR+f48ePTB16lTMnj0bVlZW6Nu3LwDgxIkT8PLygr6+Pnr27Ildu3aB4zhkZGQgNzcXJiYmOHz4sExd//zzDwwNDZGdna3wfM6cOQMtLS107tyZ37Zz506YmZnJ5Pv777/BcRz//+LFi9GqVSv8+eefcHV1hampKT788EOZesoPt/Xo0QNRUVGYNWsWb4EDgKioKLzzzjswNzeHoaEhfH19cfr0ab6M/v37IzU1FVeuXFF6TxgMhmZhShKDwVAbS5YswahRo/D06VMMGjQIn3zyCdLS0gAA8fHx6N69O1q1aoX79+/j7NmzSExMxKhRo2TK2LVrF7S0tHDjxg1s3rwZkZGRGDFiBIYNG4bHjx9j0qRJWLBgAZ/f0NAQH374IXbs2CFTzo4dOzBixAilFp2rV6+iXbt2NTrPsLAw/P333zh58iROnjyJK1euYPny5QrzHj16FI6Ojli6dClvgQOAKVOmoLCwEFevXsWzZ8/wyy+/wMjIiD9OR0cHLVu2xLVr12okI4PBqD1a9S0Ag8F4PTh58qRMJw4A3377Lb777jv+/zFjxuCjjz4CAPz8889Yt24d7t69iwEDBmDjxo1o06YNfv75Zz7/9u3b4eTkhODgYDRu3BgA4OnpiV9//ZXPM3fuXHh7e2PFihUAAG9vbzx//hw//fQTn2f8+PHo0qUL4uLiYG9vj5SUFJw8eRIXLlxQej6RkZGwt7ev0bWQSqXYuXMnr4CNHj0aly5dkpGpDAsLCwiFQhgbG8PW1pbfHh0djffffx/NmzcHALi7u8sd6+DgoHancgaDoTpMSWIwGCrRs2dPbNy4UWabhYWFzP8tWrTg/zY0NISxsTGSkpIAAA8ePEBAQICcogWUWGbKlKSK1p2goCC0b99eZluHDh3k/vf19cXu3bsxd+5c/Pnnn3B2dka3bt2Unk9+fj709PSU7q8MV1dXGQuVnZ0df56qMn36dHz55Zc4f/48+vTpg/fff1/m+gGAvr4+8vLyaiQjg8GoPWy4jcFgqIShoSE8PT1lUkUlSVtbW+Z/juMglUoBlFhf3nnnHTx+/FgmhYSEyCgzhoaGMmUQkYxPUNm2iowfP54fctuxYwfGjh0rd1x5rKyskJ6eLrNNIBDIlS0Wi+WOrew8VWX8+PEIDw/H6NGj8ezZM7Rr1w7r1q2TyZOWlgZra+tqlctgMNQHU5IYDEad0KZNG7x48QKurq5yylZFxag8TZo0wb1792S23b9/Xy7fp59+iujoaKxduxYvXrzA559/Xqk8rVu3RmBgoMw2a2trZGdny8Qnevz4sQpnVzk6OjoKZ6k5OTlh8uTJOHr0KL766its3bpVZv/z58/RunXrWtfPYDBqBlOSGAyGShQWFiIhIUEmlZ+ZVhVTpkxBWloaPvroI9y9exfh4eE4f/48xo0bV+k090mTJuHVq1f49ttvERwcjIMHD2Lnzp0AIGMpMjc3x3vvvYevv/4a/fr1g6OjY6Xy9O/fHy9evJCxJnXs2BEGBgaYP38+QkND8ddff/F11QZXV1dcvXoVsbGx/DWbOXMmzp07h4iICDx8+BD+/v5o2rQpf0xkZCRiY2PRp0+fWtfPYDBqBlOSGAyGSpw9exZ2dnYyqWvXriofb29vjxs3bkAikaB///5o1qwZZsyYAVNTUwgEypsiNzc3HD58GEePHkWLFi2wceNGfnabrq6uTN4vvvgCRUVFGDduXJXyNG/eHO3atcPBgwf5bRYWFtizZw9Onz6N5s2bY9++fVi8eLHK56iMpUuXIjIyEh4eHvzwmUQiwZQpU9C0aVMMGDAA3t7e2LBhA3/Mvn370K9fP7i4uNS6fgaDUTM4UjS4z2AwGA2Yn376CZs2bYJIJJLZvnfvXsyYMQNxcXHQ0dGpspzTp09jzpw5eP78eaWKWl1TWFgILy8v7Nu3D2+99VZ9i8Ng/Gdhs9sYDEaDZ8OGDWjfvj0sLS1x48YNrFixAlOnTuX35+XlISIiAsuWLcOkSZNUUpAAYNCgQQgJCUFsbCycnJw0JX61iYqKwoIFC5iCxGDUM8ySxGAwGjyzZs3CgQMHkJaWBmdnZ4wePRrz5s2DllbJd97ixYvx008/oVu3bjh+/LjCMAMMBoNRXZiSxGAwGAwGg6GAhjMIz2AwGAwGg9GAYEoSg8FgMBgMhgKYksRgMBgMBoOhAKYkMRgMBoPBYCiAKUkMBoPBYDAYCmBKEoPBYDAYDIYCmJLEYDAYDAaDoQCmJDEYDAaDwWAogClJDAaDwWAwGAr4P6EXzYTHXT+OAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gaussian Fit on Selected Range\n",
    "EsHVfit = EsHV[:, 711:762]- np.array(offsets)[:, np.newaxis]\n",
    "EsVHfit = EsVH[:, 711:762]- np.array(offsets)[:, np.newaxis]\n",
    "dataHVfit = dataHV[:, 711:762]\n",
    "dataVHfit = dataVH[:, 711:762]\n",
    "dataHVfit[10, 21] = dataVHfit[10, 21]\n",
    "dataHVfit[10, 22] = dataVHfit[10, 22]\n",
    "\n",
    "dataHVfit=dataHVfit+dataVHfit\n",
    "\n",
    "def gaussian_fit(x, a1, b1, c1, d1):\n",
    "    return a1 * np.exp(-((x - b1) ** 2) / (c1 ** 2)) + d1\n",
    "\n",
    "asHV, bsHV, bsHVerr, dsHV = [], [], [], []\n",
    "plt.figure()\n",
    "plt.title(\"RR Gaussian Fit\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsHVfit[idx, :]\n",
    "    I = dataHVfit[idx, :]\n",
    "    popt, pcov = curve_fit(gaussian_fit, E, I, p0=[20, 298, 10, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asHV.append(popt[0])\n",
    "    bsHV.append(popt[1])\n",
    "    dsHV.append(popt[3])\n",
    "    bsHVerr.append(perr[1])\n",
    "    plt.plot(E, I + 30 * idx, '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.linspace(285, 310, 100), gaussian_fit(np.linspace(285, 310, 100), *popt) + 30 * idx, color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, np.array(bsHV) - np.mean(offsetsHV), yerr=bsHVerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "asVH, bsVH, bsVHerr, dsVH = [], [], [], []\n",
    "plt.figure()\n",
    "plt.title(\"LL Gaussian Fit\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsVHfit[idx, :]\n",
    "    I = dataVHfit[idx, :]\n",
    "    popt, pcov = curve_fit(gaussian_fit, E, I, p0=[20, 298, 10, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asVH.append(popt[0])\n",
    "    bsVH.append(popt[1])\n",
    "    dsVH.append(popt[3])\n",
    "    bsVHerr.append(perr[1])\n",
    "    plt.plot(E, I + 30 * idx, '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.linspace(285, 310, 100), gaussian_fit(np.linspace(285, 310, 100), *popt) + 30 * idx, color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, np.array(bsVH) - np.mean(offsetsVH), yerr=bsVHerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(Ts, asHV, 'o', label='RR')\n",
    "plt.plot(Ts, asVH, 'o', label='LL')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a1818248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.62437081, -0.90057175, -0.69498597, -1.22379887, -1.23507027,\n",
       "       -1.13373604, -1.20011966, -1.29454583, -1.28414268, -1.22567834,\n",
       "       -1.0532333 , -1.25469382, -1.27680151, -1.22679526, -1.18968302,\n",
       "       -1.19433866])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "8fa6562b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.452860243229355\n",
      "5.584083095034119\n",
      "3.1458709710964845\n",
      "3.2041161517877876\n",
      "9.687711172206436\n",
      "6.914222111084484\n",
      "8.804660379518435\n",
      "7.1798815582615525\n",
      "6.933345304845755\n",
      "7.107026654068376\n",
      "7.859380927722849\n",
      "8.644956412692167\n",
      "7.787809694488461\n",
      "14.047179565560887\n",
      "13.06409155173678\n",
      "15.266875738666982\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FmTNnkJ6ejubNmyMkJET3IiIishQuBAorLQRarATmhWnfD/8BaNnL6jU6jogLgRIROTAuBNrIVE5swmOY6BAREVkJOyhbi7sXMKvA1lEQERE1OqzZISIiIqfGZIeIiIicGpMdIiIicmpMdoiIiMipMdkhIiIip8Zkh4iIiJwakx0rUZWp0H5Ve7Rf1R6qMpWtwyEiImo0mOxQvSUlJWHgwIG2DoOIiKhWTHasRK25t1ZU5tVMvW1LSEpKgiAIEAQBEokEkZGRSE5ORmFhoUWvW5f+/fujRYsW8PDwQEhICJ577jlcuXLFpjEREZFzY7JjBdsvbMfAnwfqtsf9Ng6JPyZi+4XtFr1unz59kJubi3PnzuHdd9/FkiVLkJycbNFr1qVnz55IS0vDqVOn8OOPP+Ls2bP417/+ZdOYiIjIuTHZsbDtF7Zj0s5JyFfl6+3PV+Vj0s5JFk14pFIpFAoFwsLCMGzYMAwfPhzr168HAIiiiPnz5yMyMhKenp7o0KEDfvjhB91n1Wo1Ro0ahYiICHh6eqJNmzZYuHBhrdfLzMxEcHAw5syZU2OZiRMnonv37ggPD0dMTAymTZuGffv2oayszCzfmYiIqCqujWVBao0a8w7Mg4jqC8uLECFAwHsH3kPPsJ5wtcLCoJ6enrqk4q233sLatWuxdOlStG7dGrt378aIESMQFBSE2NhYaDQaNG/eHGlpaQgMDERGRgZeeuklhISEYPDgwdXOvXPnTgwcOBApKSkYO3asUfH8/fff+OabbxATEwOJRGLW70pERFSByY4FHc4/jKuqqzUeFyEiT5WHw/mH8bDiYYvGcuDAAaxevRq9e/dGYWEhUlNTkZ6ejujoaABAZGQk9u7di+XLlyM2NhYSiQSzZ8/WfT4iIgIZGRlIS0urluz89NNPeO6557B8+XIMHTq0zlimTp2KxYsXQ6VSoXv37ti4caN5vywREVElbMayoGuqa2YtZ6qNGzfC29sbHh4eiI6OxmOPPYZFixYhKysLxcXFePzxx+Ht7a17ffnllzh79qzu88uWLUOXLl0QFBQEb29vfPrpp8jJydG7xv79+/H0009j1apVRiU6APCf//wHR44cwdatW+Hq6ornn38eoli99ouIiMgcWLNjQUGyILOWM1XPnj2xdOlSSCQShIaG6pqKsrOzAQCbNm1Cs2bN9D4jlUoBAGlpaZg4cSI++OADREdHw8fHB++//z7279+vV75ly5Zo2rQpvvjiC/Tr1w/u7u51xhUYGIjAwEDcf//9aNu2LcLCwrBv3z5dLRMREZE5MdmxoE7BnSCXyZGvyjfYb0eAALlMjk7BnSxyfS8vL7Rq1ara/qioKEilUuTk5CA2NtbgZ/fs2YOYmBiMGzdOt69yrU+FwMBArF27FnFxcRgyZAjS0tJM6n9TUaNTUlJi9GeIiIhMwWYsC3J1ccW0rtMMHhMgAACmdp1qlc7Jlfn4+CA5ORkTJ07EqlWrcPbsWRw5cgQff/wxVq1aBQBo1aoVDh06hC1btuCvv/7C22+/jYMHDxo8X3BwMNLT0/Hnn39i6NChKC8vN1juwIEDWLx4MY4ePYoLFy5gx44dGDZsGFq2bMlaHSIishgmOxYWHx6P1LhUBMuC9fbLZXKkxqUiPjzeJnG98847mDFjBlJSUtC2bVskJiZiw4YNiIiIAACMGTMGgwYNwpAhQ9CtWzfcuHFDr5anKoVCgfT0dBw7dgzDhw+HWl190kRPT0+sXbsWvXv3Rps2bfDvf/8b7dq1w65du3TNZ0REROYmiOwZCqVSCT8/PxQUFMDX11fvWHFxMbKzsxEREQEPD496X+N2yW3ErIkBACzpvQQxoTFWr9FxROa6/0REZAOlhcDcUO37N64A7l5mPX1tv9+VsWbHSionNp3lnZnoEBERWQk7KFuJTCLDsZHHbB0GERFRo8OaHSIiInJqTHaIiIjIqdk02UlJScHDDz8MHx8fBAcHY+DAgTh16pRemaSkJAiCoPfq3r27XpmSkhK8+uqrCAwMhJeXF/r3749Lly5Z86sQERGRnbJpsrNr1y6MHz8e+/btw7Zt21BeXo6EhAQUFhbqlevTpw9yc3N1r19++UXv+IQJE7Bu3TqsWbMGe/fuxZ07d/DEE08YHP5MREREjYtNOyhv3rxZb3vFihUIDg5GZmYmHnvsMd1+qVQKhUJh8BwFBQX4/PPP8dVXXyE+Xjtnzddff42wsDBs374diYmJlvsCREREZPfsqs9OQUEBACAgIEBv/86dOxEcHIz7778fo0ePRn5+vu5YZmYmysrKkJCQoNsXGhqKdu3aISMjw+B1SkpKoFQq9V5ERETknOwm2RFFEZMmTcIjjzyCdu3a6fb37dsX33zzDdLT0/HBBx/g4MGD6NWrl24tpby8PLi7u8Pf31/vfHK5HHl5eQavlZKSAj8/P90rLCzMcl/sLo1KhZMPtMXJB9pCo1JZ/HpERESkZTfz7Lzyyiv43//+h7179+rtHzJkiO59u3bt0KVLF4SHh2PTpk0YNGhQjecTRRGCIBg8Nn36dEyaNEm3rVQqrZLwOJukpCTcunUL69evt3UoRERENbKLmp1XX30VP//8M3bs2IHmzZvXWjYkJATh4eE4ffo0AO2aTKWlpbh586Zeufz8fMjlcoPnkEql8PX11XtZmlips7Tq0CG9bUuoPIpNIpEgMjISycnJ1Tp/20pJSQkeeughCIKAo0eP2jocIiJyYjZNdkRRxCuvvIK1a9ciPT1dtwhlbW7cuIGLFy8iJCQEANC5c2dIJBJs27ZNVyY3NxfHjx9HTEyMxWI3hXLrVpzr94Ru++JLL+NM73got2616HUrRrGdO3cO7777LpYsWYLk5GSLXtNYU6ZMQWhoqK3DICKiRsCmyc748ePx9ddfY/Xq1fDx8UFeXh7y8vJQVFQEALhz5w6Sk5Px+++/4/z589i5cyeefPJJBAYG4qmnngIA+Pn5YdSoUZg8eTJ+++03HDlyBCNGjED79u11o7NsSbl1Ky6/PgHllTpVA0D51au4/PoEiyY8FaPYwsLCMGzYMAwfPlzX5CSKIubPn4/IyEh4enqiQ4cO+OGHH3SfVavVGDVqFCIiIuDp6Yk2bdpg4cKFtV4vMzMTwcHBmDNnTq3lfv31V2zduhX//e9/G/wdiYiI6mLTPjtLly4FAMTFxentX7FiBZKSkuDq6opjx47hyy+/xK1btxASEoKePXviu+++g4+Pj678hx9+CDc3NwwePBhFRUXo3bs3Vq5cCVdX2y62KarVuDo3BTC0sLwoAoKAq3NT4NO7NwQrxOrp6YmysjIAwFtvvYW1a9di6dKlaN26NXbv3o0RI0YgKCgIsbGx0Gg0aN68OdLS0hAYGIiMjAy89NJLCAkJweDBg6ude+fOnRg4cCBSUlIwduzYGmO4evUqRo8ejfXr10Mmk1nsuxIREVWwabIjGkoCKvH09MSWLVvqPI+HhwcWLVqERYsWmSs0s1AdykR5DSPCAACiiPK8PKgOZcKrW1eLxnLgwAGsXr0avXv3RmFhIVJTU5Geno7o6GgAQGRkJPbu3Yvly5cjNjYWEokEs2fP1n0+IiICGRkZSEtLq5bs/PTTT3juueewfPlyDB06tMYYRFFEUlISxowZgy5duuD8+fMW+a5ERESV2c1oLGdUfu2aWcuZauPGjfD29kZ5eTnKysowYMAALFq0CFlZWSguLsbjjz+uV760tBQdO3bUbS9btgyfffYZLly4gKKiIpSWluKhhx7S+8z+/fuxceNGfP/997qmxZosWrQISqUS06dPN9t3JCIiO6apNBjnQgbQshfgYv1WFyY7FuQWFGTWcqbq2bMnli5dColEgtDQUEgkEgBAdnY2AGDTpk1o1qyZ3mekUikAIC0tDRMnTsQHH3yA6Oho+Pj44P3338f+/fv1yrds2RJNmzbFF198gX79+sHd3b3GeNLT07Fv3z7dNSp06dIFw4cPx6pVqxr8nYmIyE5k/Qz8OuXe9jf/AnxDgT7vAVH9rRoKkx0LknXpDDeFAuVXrxrutyMIcJPLIevS2SLX9/LyQqtWrartj4qKglQqRU5ODmJjYw1+ds+ePYiJicG4ceN0+86ePVutXGBgINauXYu4uDgMGTIEaWlpuqSqqo8++gjvvvuubvvKlStITEzEd999h27dupn69YiIyF5l/QykPQ+gym+fMle7f/CXVk14mOxYkODqCvkb03H59QmAAP3/5ncnPJS/Md0qnZMr8/HxQXJyMiZOnAiNRoNHHnkESqUSGRkZ8Pb2xsiRI9GqVSt8+eWX2LJlCyIiIvDVV1/h4MGDBqcHCA4ORnp6Onr27ImhQ4dizZo1cHOr/mi1aNFCb9vb2xuAtnaorvmViIjIQWjUwOapqJboAHf3CcDmacAD/azWpGUXkwo6M9+EBDRbuABuQcF6+93kcjRbuAC+ldb0sqZ33nkHM2bMQEpKCtq2bYvExERs2LBBl8yMGTMGgwYNwpAhQ9CtWzfcuHFDr5anKoVCgfT0dBw7dgzDhw/nivNERI3VhQxAeaWWAiKgvKwtZyWCWNeQqEZAqVTCz88PBQUF1WZTLi4uRnZ2NiIiIuDh4VHva6hv38ZfD2tHXIV9shxePXpYvUbHEZnr/hMRkZUc+wH4cVTd5Z7+HGj/rwZdqrbf78pYs2MllRMbWZcuTHSIiMg5eRteqqne5cyAfXasxEUmQ9s/T9o6DCIiIssKj9GOulLmwnC/HUF7PNx6SzqxZoeIiIjMx8VVO7wcgHZ0TmV3t/vMs+p8O0x2iIiIyLyi+muHl/so9Pf7hlp92DnAZiwiIiKyhKj+QGQcMC9Muz38B5vNoMyaHSIiIrKMyolNeIxNEh2AyQ4RERE5OSY7RERE5NTYZ8dKykrU+OT1XQCAlxbGQiLlPDtERETWwJodqrekpCQMHDjQ1mEQEdlGaSEwy0/7Ki20dTRUCyY7VqLR3JtY6crpW3rblpCUlARBECAIAiQSCSIjI5GcnIzCQtv+D3nffffp4qp4TZs2zaYxERGRc2MzlhWcPZKPPd/9pdveuPgPeDWR4tEhrdGyY3Atn2yYPn36YMWKFSgrK8OePXvw4osvorCwEEuXLrXYNY3xf//3fxg9erRuu2L1cyIiR6IqL0K3iBYAgP3lRZC5e9k4IqoJa3Ys7OyRfGxefhyFt0r19hfeKsHm5cdx9ki+xa4tlUqhUCgQFhaGYcOGYfjw4Vi/fj0AQBRFzJ8/H5GRkfD09ESHDh3www8/6D6rVqsxatQoREREwNPTE23atMHChQtrvV5mZiaCg4MxZ86cWsv5+PhAoVDoXkx2iOpHVaZC+1Xt0X5Ve6jKVLYOh8huMdmxII1GxJ7vTtdaZm/aaYs3aVXw9PREWVkZAOCtt97CihUrsHTpUpw4cQITJ07EiBEjsGuXthO1RqNB8+bNkZaWhqysLMyYMQNvvPEG0tLSDJ57586d6N27N2bPno0333yz1jjee+89NG3aFA899BDmzJmD0tLSWssTERE1BJuxLCj39C0U3iqptcydmyXIPX0Lzdr4WzSWAwcOYPXq1ejduzcKCwuRmpqK9PR0REdHAwAiIyOxd+9eLF++HLGxsZBIJJg9e7bu8xEREcjIyEBaWhoGDx6sd+6ffvoJzz33HJYvX46hQ4fWGsfrr7+OTp06wd/fHwcOHMD06dORnZ2Nzz77zPxfmoiICEx2LKpQWXuiY2o5U23cuBHe3t4oLy9HWVkZBgwYgEWLFiErKwvFxcV4/PHH9cqXlpaiY8eOuu1ly5bhs88+w4ULF1BUVITS0lI89NBDep/Zv38/Nm7ciO+//x5PPfVUnTFNnDhR9/7BBx+Ev78//vWvf+lqe4iIiMyNyY4FeflKzVrOVD179sTSpUshkUgQGhoKiUQCAMjOzgYAbNq0Cc2aNdP7jFSqjSUtLQ0TJ07EBx98gOjoaPj4+OD999/H/v379cq3bNkSTZs2xRdffIF+/frB3d3dpBi7d+8OADhz5gyTHSIisggmOxYU0roJvJpIa23K8vaXIqR1E4tc38vLC61ataq2PyoqClKpFDk5OYiNjTX42T179iAmJgbjxo3T7Tt79my1coGBgVi7di3i4uIwZMgQpKWl6ZIqYxw5cgQAEBISYvRniIiITMEOyhbk4iLg0SGtay3zyODWcHERrBSRlo+PD5KTkzFx4kSsWrUKZ8+exZEjR/Dxxx9j1apVAIBWrVrh0KFD2LJlC/766y+8/fbbOHjwoMHzBQcHIz09HX/++SeGDh2K8vJyg+V+//13fPjhhzh69Ciys7ORlpaGl19+Gf3790eLFi0s9n2JiKhxY7JjYS07BqPPy+3g1US/ecfbX4o+L7ez6Dw7tXnnnXcwY8YMpKSkoG3btkhMTMSGDRsQEREBABgzZgwGDRqEIUOGoFu3brhx44ZeLU9VCoUC6enpOHbsGIYPHw61Wl2tjFQqxXfffYe4uDhERUVhxowZGD16NL799luLfU8iIiJBFEXrjHu2Y0qlEn5+figoKICvr6/eseLiYmRnZyMiIgIeHh71vkZJUTk+m7gbAPDEKx0QFhVg9RodR2Su+0/kjFRlKnRb3Q0AsH/YfsgkMhtH1LioVNfR7fueAID9z+yATBZo44jsUGkhMDdU+/6NK4CZJ16s7fe7MvbZsRKppxvGL+tl6zCIiIgaHTZjERERkVNjskNEREROjckOEREROTUmO0ZiP27b4H0nIqKGYrJTh4oJ8lQqrihsCxWLhLq6uto4EiIiclQcjVUHV1dXNGnSBPn5+QAAmUwGQeCQcWvQaDS4du0aZDIZ3Nz4qBIRUf3wF8QICoUCAHQJD1mPi4sLWrRowQSTiIjqjcmOEQRBQEhICIKDg1FWVmbrcBoVd3d3uLiwtZWIiOqPyY4JXF1d2XeEiIjIwfCfzEREROTUmOwQERGRU7NpspOSkoKHH34YPj4+CA4OxsCBA3Hq1Cm9MqIoYtasWQgNDYWnpyfi4uJw4sQJvTIlJSV49dVXERgYCC8vL/Tv3x+XLl2y5lchIiIiO2XTZGfXrl0YP3489u3bh23btqG8vBwJCQkoLCzUlZk/fz5SU1OxePFiHDx4EAqFAo8//jhu376tKzNhwgSsW7cOa9aswd69e3Hnzh088cQTUKvVtvhaREREZEds2kF58+bNetsrVqxAcHAwMjMz8dhjj0EURSxYsABvvvkmBg0aBABYtWoV5HI5Vq9ejZdffhkFBQX4/PPP8dVXXyE+Ph4A8PXXXyMsLAzbt29HYmJiteuWlJSgpKREt61UKi34LYmIiMiW7KrPTkFBAQAgICAAAJCdnY28vDwkJCToykilUsTGxiIjIwMAkJmZibKyMr0yoaGhaNeuna5MVSkpKfDz89O9wsLCLPWViIjIWWnU6FJUjL53CuGSsw/QsDXBXplUsyOKInbt2oU9e/bg/PnzUKlUCAoKQseOHREfH9+gpEEURUyaNAmPPPII2rVrBwDIy8sDAMjlcr2ycrkcFy5c0JVxd3eHv79/tTIVn69q+vTpmDRpkm5bqVQy4SEiIuNl/QyPX/+DFbfvTja7ZjjgGwr0eQ+I6m/b2Kgao2p2ioqKMHfuXISFhaFv377YtGkTbt26BVdXV5w5cwYzZ85EREQE/vnPf2Lfvn31CuSVV17B//73P3z77bfVjlWdPVcUxTpn1K2tjFQqha+vr96LiIjIKFk/A2nPQ7hd5R/Uylwg7XntcbIrRtXs3H///ejWrRuWLVuGxMRE3eKYlV24cAGrV6/GkCFD8NZbb2H06NFGB/Hqq6/i559/xu7du9G8eXPd/oplGvLy8hASEqLbn5+fr6vtUSgUKC0txc2bN/Vqd/Lz8xETE2N0DERERHXSqIHNUwGIqP7PaRGAAGyeBjzQD3DhJLT2wqianV9//RU//PADnnjiCYOJDgCEh4dj+vTpOH36NOLi4oy6uCiKeOWVV7B27Vqkp6cjIiJC73hERAQUCgW2bdum21daWopdu3bpEpnOnTtDIpHolcnNzcXx48eZ7BARkXldyACUVwAAagAHPaT4xUuGgx5SaHvsiIDysrYc2Q2janYq+tAYw93dHa1btzaq7Pjx47F69Wr89NNP8PHx0fWx8fPzg6enJwRBwIQJEzB37ly0bt0arVu3xty5cyGTyTBs2DBd2VGjRmHy5Mlo2rQpAgICkJycjPbt2+tGZxEREZnFnasAgO0yT8xr6o+rbvd+RuXl5Zh24ybiVUW6co2dRlWEU2tCAQBtJhTBxd3LJnHYdOj50qVLAaBaTdCKFSuQlJQEAJgyZQqKioowbtw43Lx5E926dcPWrVvh4+OjK//hhx/Czc0NgwcPRlFREXr37o2VK1dyHSsiIjIvbzm2yzwxKTgQYpVD+a6umBQciNT864j3lhv8ONmGIIpi1f9e9dK2bVv89ddfDjmRn1KphJ+fHwoKCthZmYgchqpMhW6ruwEA9g/bD5lEZuOInJ+6vBSJX3bCVRcABgbBCKIIuQbY/PxhuLq5Wz9AO6O5dR2nuj8KAGizbw9cmgSa9fzG/n6brWYnJSVFN08OERGRMzp8/Q9cda15NLAoCMhz1ZZ7WPGwFSOj2pgt2Rk4cKC5TkVERGSXrqmumbUcWYddzaBMRERkz4JkQWYtR9Zhcs1ORERErRP6nTt3rkEBERER2atOwZ0gl8mRr8qHWK2LMiBAgFwmR6fgTjaIjmpicrIzYcIEve2ysjIcOXIEmzdvxn/+8x9zxUVERGR3XF1cMa3rNEzaOanaMeHuNINTu06FKycUtCsmJzuvv/66wf0ff/wxDh061OCAiIiI7Fl8eDxS41KRsn8u8ovu9c2Ry+SY2nUq4sM5x1sFlbpI7723jeIwW5+dvn374scffzTX6YiIiOxWfHg81ve7t5bjktgPsfnpzUx07JTZkp0ffvgBAQEB5jodERHVQa25N69Z5tVMvW2yPFfhXlNV5+CH2HRlx0xuxurYsaNeB2VRFJGXl4dr165hyZIlZg2OiIgM235hO1IOpOi2x/02DnKZHNO6TmPtAlEVJic7VefTcXFxQVBQEOLi4vDAAw+YKy4iIqrB9gvbMWnnpGqjgfJV+Zi0cxJS41KZ8BBVYnKyM3PmTEvEQURERlBr1Jh3YJ7BYc8iRAgQ8N6B99AzrCebVYju4qSCREQO5HD+YVxV1byitggReao8HM4/bMWoiOyb2ZKd+Ph4REZGmut0RERkAJcrIDKd2dbGeuqpp3D9+nVznY6IiAzgcgVEpjNbsjN+/HhznYqIiGrA5QqITMc+O0REDqRiuQJDuFwBkWH1qtk5ePAgvv/+e+Tk5KC0tFTv2Nq1a80SGBGRxZUWAnNDte/fuAK4e9k2HiPplis4kIJ8Vb5uP5crIDLM5JqdNWvWoEePHsjKysK6detQVlaGrKwspKenw8/PzxIxEhFRFfHh8Vjff71ue0nvJVyugKgGJic7c+fOxYcffoiNGzfC3d0dCxcuxMmTJzF48GC0aNHCEjESEZEBlZuqOss7s+mKqAYmJztnz55Fv379AABSqRSFhYUQBAETJ07EJ598YvYAiYiIiBrC5GQnICAAt2/fBgA0a9YMx48fBwDcunULKpXKvNERERERNZDJHZQfffRRbNu2De3bt8fgwYPx+uuvIz09Hdu2bUPv3r0tESMRERFRvZmc7CxevBjFxcUAgOnTp0MikWDv3r0YNGgQ3n77bbMHSERERNQQJic7AQEBuvcuLi6YMmUKpkyZYtagiIiIiMzFqD47hYWFJp3U1PJERERElmJUstOqVSvMnTsXV65cqbGMKIrYtm0b+vbti48++shsARIREZGDcpMZfm/tMIwptHPnTrz11luYPXs2HnroIXTp0gWhoaHw8PDAzZs3kZWVhd9//x0SiQTTp0/HSy+9ZOm4iYiIiIxiVLLTpk0bfP/997h06RK+//577N69GxkZGSgqKkJgYCA6duyITz/9FP/85z/h4sLltoiIiMh+mNRBuXnz5pg4cSImTpxoqXiIiIgcg0Rm+D3ZnXotBEpE5AxU5UXoFqFd5mZ/eRFkDrIQKBGZhm1ORERE5NSY7BAREZFTY7JDRERETs3kZCcnJweiKFbbL4oicnJyzBIUERERkbmYnOxERETg2rVr1fb//fffiIiIMEtQRERWoVGjS1Ex+t4phEvOPkCjtnVERGQBJo/GEkURgiBU23/nzh14eHiYJSgiIovL+hkev/4HK27na7fXDAd8Q4E+7wFR/W0bGxGZldHJzqRJkwAAgiDg7bffhkx2b04BtVqN/fv346GHHjJ7gEREZpf1M5D2PARUaZJX5gJpzwODv2TCQ3WSSWQ4NvKYrcMgIxid7Bw5cgSAtmbn2LFjcHd31x1zd3dHhw4dkJycbP4IiYjMSaMGNk8FIKJ6HbUIQAA2TwMe6Ae4uFo9PCIyP6P77OzYsQM7duzAyJEj8euvv+q2d+zYgS1btmD58uVo3bq1SRffvXs3nnzySYSGhkIQBKxfv17veFJSEgRB0Ht1795dr0xJSQleffVVBAYGwsvLC/3798elS5dMioOIGpELGYCy5kWNARFQXtaWIyKnYHIH5RUrVsDX19csFy8sLESHDh2wePHiGsv06dMHubm5utcvv/yid3zChAlYt24d1qxZg7179+LOnTt44oknoFazoyERGXDnqnnLEZHdM7mDcmFhIebNm4fffvsN+fn50Gg0esfPnTtn9Ln69u2Lvn371lpGKpVCoVAYPFZQUIDPP/8cX331FeLj4wEAX3/9NcLCwrB9+3YkJiYa/FxJSQlKSkp020ql0uiYicjBecvNW46I7J7Jyc6LL76IXbt24bnnnkNISIjBkVnmtHPnTgQHB6NJkyaIjY3FnDlzEBwcDADIzMxEWVkZEhISdOVDQ0PRrl07ZGRk1JjspKSkYPbs2RaNm4jsVHiMdtSVMheo2kEZACBoj4fHWDsyIrIQk5OdX3/9FZs2bUKPHj0sEY+evn374plnnkF4eDiys7Px9ttvo1evXsjMzIRUKkVeXh7c3d3h7++v9zm5XI68vLwazzt9+nTd6DJAW7MTFhZmse9BRHbExVU7vDzteYgQqozIuvuPtz7z2DmZyImYnOz4+/sjICDAErFUM2TIEN37du3aoUuXLggPD8emTZswaNCgGj9X01xAFaRSKaRSqVljJSIHEtUfGPwlyn9JxtHyW7jm6oogtRqd3APh2mceh50TORmTOyi/8847mDFjBlQqlSXiqVVISAjCw8Nx+vRpAIBCoUBpaSlu3rypVy4/Px9yOdvbiahm271k6BMWin+HyDE1OBD/DpEjMSwU271kdX+YiByKUTU7HTt21KspOXPmDORyOe677z5IJBK9socPHzZvhJXcuHEDFy9eREhICACgc+fOkEgk2LZtGwYPHgwAyM3NxfHjxzF//nyLxUFEjm37he2YtHMSxCp9dvJV+Zi0cxJS41IRHx5vo+iIyNyMSnYGDhxokYvfuXMHZ86c0W1nZ2fj6NGjCAgIQEBAAGbNmoWnn34aISEhOH/+PN544w0EBgbiqaeeAgD4+flh1KhRmDx5Mpo2bYqAgAAkJyejffv2utFZRESVqTVqzDswr1qiAwDi3V487x14Dz3DesKV/XaInIJRyc7MmTMtcvFDhw6hZ8+euu2KTsMjR47E0qVLcezYMXz55Ze4desWQkJC0LNnT3z33Xfw8fHRfebDDz+Em5sbBg8ejKKiIvTu3RsrV66Eqyv/SBFRdYfzD+OqquY5dESIyFPl4XD+YTyseNiKkRGRpZjcQdmc4uLiIIqGhn5qbdmypc5zeHh4YNGiRVi0aJE5QyMiJ3VNdc2s5YjI/tVrNJahkU6CIMDDwwOtWrVCUlISXnjhBbMESERkTkGyILOWIyL7Z3KyM2PGDMyZMwd9+/ZF165dIYoiDh48iM2bN2P8+PHIzs7G2LFjUV5ejtGjR1siZiKieusU3AlymRz5qnyD/XYECJDL5OgU3MkG0RGRJZic7OzduxfvvvsuxowZo7d/+fLl2Lp1K3788Uc8+OCD+Oijj5jsEJHdcXVxxbSu0zBp56Rqx4S7kwpO7TqVnZOJzECstE5lceZheMX2gmCDPrUmz7OzZcsWgyOdevfuretj889//tOkNbKIiKwpPjweqXGpCPYI1Nsvl8k57JzITJRbt+LKwH/ptq+New1nevWGcutWq8dicrITEBCADRs2VNu/YcMG3czKhYWFeiOmiIjsTXx4PNb2XoGZ36jx2k9qfNx9HjY/vZmJDpEZKLduxaXXXoc6X7+jf9nVq7j02utWT3hMbsZ6++23MXbsWOzYsQNdu3aFIAg4cOAAfvnlFyxbtgwAsG3bNsTGxpo9WCJzU5Wp0G11NwDA/mH7IZNw9tzGxFVwxT9ytP12wgIfZNMVkRmIajUu/N9MuEK32pyOAEAD4MI7M9Gud2+rNWmZnOyMHj0aUVFRWLx4MdauXQtRFPHAAw9g165diInRrhI8efJkswdKRGRuev0JDv8Br16hNulPUF8yiQzHRh6zdRhEeu4cPAC367dqPO4CwOXaLdw5eAA+3aOtElO95tnp0aOHVVY9JyI7V1oIzA3Vvn/jCuDuZdt4TKDcuhV577yj27726n9wU/EB5G9Mh29Cgg0jI3JsZ84ehIeR5TraU7KjVCrh6+ure1+binJERPZKuXUrLr8+AagyqWn51ava/QsXMOEhqqebXkCIkeWsxagOyv7+/sjPzwcANGnSBP7+/tVeFfuJyHiqMhXar2qP9qvaQ1WmsnU4jYKoVuPq3JRqiY72oHbf1bkpek1cRGQ8n4e74bqPtm+OIRoA13205azFqJqd9PR03UirHTt2WDQgosZEoypCWkq59v3AIsCPHaQtTXUoE+V5eTUXEEWU5+VBdSgTXt26Wi+wetCoVDjVqTMAoM3hTLjI+PyQ7XUK6YIp/QIwas3f0EC/VkUDbSfl9f2aYn5IF6vFZFSyU3lkFUdZEZEjK79m3JpXxpYjIn2uLq7o+8JspJZOwMhtagTevnfsbx9g1eOuePaFWVYd/VivDsp79uzB8uXLce7cOXz//fdo1qwZvvrqK0REROCRRx4xd4xEFqPW3GuqyLyaiZjQGOsOPy5XVXnf1HrXbqTcgoxb88rYckRUXXx4PPDyAsxuPwdNT+fD/w5w0xu42SYEU7pPs/p8ViZPKvjjjz8iMTERnp6eOHz4MEpKSgAAt2/fxty5c80eIDVuluzTsv3Cdgz8eaBue9xv45D4YyK2X9hu1uvURi2qcaKFgL1RAg5f/59e8kWWIevSGW4KBWBgQWMAgCDATaGArEtn6wZG5GTiw+PxY9/v8MxeEZ3PiBg/bCF+fWaLTSbuNDnZeffdd7Fs2TJ8+umnkEgkuv0xMTE4fPiwWYMjspTtF7Zj0s5JyFfl6+3PV+Vj0s5JVkl4tl/YjkG/vYDZw13x0QBXjN83zerJVmMkuLpC/sb0Gg5qEyD5G9Mdar4dIntVMXHnI1kiOgV1tNnEnSYnO6dOncJjjz1Wbb+vry9u3bpljpiILEqtUWPegXkGV7yu2PfegfcsWsuiS7aKr+vtt2ay1Zj5JiSg2cIFcA3Wb6pyk8vRzJGGnZeqDL8nIj0mJzshISE4c+ZMtf179+5FZGSkWYKixsMWQ68P5x/GVdXVGo+LEJGnysPhfMvUVFZOtgSNiKgLGvQ4oUHUBQ2g0Q7WtHSyRdqEJ2T9D7rtoCUfodVv2x0n0SEio5ncQfnll1/G66+/ji+++AKCIODKlSv4/fffkZycjBkzZlgiRmrELNGB+JrKuFE2xpYzVUWy1fWUBknbNHojFa77ACsfF3GgjTbZeljxsEViIK3KTVUenTux6YrISZmc7EyZMgUFBQXo2bMniouL8dhjj0EqlSI5ORmvvPKKJWKkRmr7he1IOZCi2x732zjIZXJM63qvJ399FvIMkhk3ysbYcqa6prqGrqc0mLy2+pRbAbeByWs1+GAQcO1RDn22NJnE0+B7InIuJjdjAcCcOXNw/fp1HDhwAPv27cO1a9fwTqU1ZogaypIdiDsFd4JcJodQbT1eLQECFDIFOgV3qvc1ahMkaYKkbZq719LnAkAEkLRNgyBJE4tcn4iosalXsgMAMpkMXbp0QdeuXeHt7W3OmKiRs3QHYlcXV0zrOs3gsYoEaGrXqRYbNfBA5nEE3q6e6FRwARB4W1vO7lX+b3AhQ3+biMhOGN2MNWjQIKPKrV27tt7BEAGmdSB+wP8B3X5T+vTEh8cjNS4VKQdS9GqP5DI5pnadatF5IDS5l8xazmayfgZ+nXJv+5t/Ab6hQJ/3gKj+touLiKgKo5MdPz8/ve3Vq1fjySefhI+Pj9mDosbDUAdkYzsG78jZgWl77tXQGOrTU5v48Hg87Pcgtg2Ow01voM38j9AjsqfF54FwC21h1nI2kfUzkPY8ULX2TZmr3T/4SyY8RGQ3BFE0tPRv3Xx8fPDHH384xXBzpVIJPz8/FBQUwNfX19bhNBoVHZCr1qz8q/W/8PEfH9frnBXNUKlxqUYlPHcKbuBiN+0SJ2H798Lbz/LLNYhlpTjTvQPKC0UYbswS4eYloNW+PyBI3C0ej8k0amBBO0B5pYYCgraGZ8IxwEYTiBnL0RfS1Ny6jlPdHwUAtNm3By5NAm0cEZE+S/+NNfb3u959dogaorYOyB//8TH8pH41diAGABfB8KNrrUkBG0KQuEM+/rm7W1X/raHdlo9/zj4THUDbN6fGRAcAREB5WVuOiMgOMNkhq6urA7IAAYJY80gpANCI1YdtVz6HJScFNAfff7+BZlOeh5uX/n43LwHNpjwP33+/YZvAjHGn5v5U9SpHRGRhTHbI6ozpgHyr9BbGPTQOwbJgvWNymRzPtX2uhk/qs9SkgObi++83oNi0CdImpfBsWgL5jH+j1b4/7DvRAQBvuXnLERFZmNEdlH/++We9bY1Gg99++w3Hj+sPj+3fn50SqXbGJiEtfFpgff/1iFkTAwBY0nsJYkJjcDj/ML46+VWdnzdqUsByVZX3lu+zU5kgcUfJLW1zVWDis/bbdFVZeIy2T44yF9Wb4QBdn53wGGtHRkRkkNHJzsCBA6vte/nll/W2BUGAWm2f/STIfpgyg3HlkVGd5Z3h6uKqmxQwX5VvsClMgAC5TG6xSQHNSebqafC9XXNx1Q4vT3v+bqNj5f8Gd5sf+8yz+87JRNR4GN2MpdFo6nwx0SFjNHQGY3NOCuiJSjUpR/+EyGfYOFH9gcFfQvTWb2aEbyiHnVtR5edVlXmEzy9RDdhnh6zOHMlKxaSAwR76tURymdzoYefKrVtx7qlndNsXx7+GM73jody61ZivQVH9oRq5FRfSm+JyRhMUPfWFdri5AyU6LjIZ2v55Em3/POlww84NPr+9evP5JTLA5IVAiczB2BmMZRIZjo08VuM56jspoHLrVlx+fQJQZZqp8qtXtfsXLoBvQkK9v5/R3GWG3zsKF1eo8qUAAL/mXdl0ZSXKrVtx+bXXoe0zda+GtPzqVe3+jxZa5/klchBMdshm4sPj0U3RrVoHZFNmMHYVXPGPHG3CEhbU0ajPimo1rs5NqZboaA+KgCDg6twU+PTuDcHVsj/eFTULRMYS1WpcnT0DVROdSiVwdfYMqzy/RI6CzVgWolGpcPKBtjj5QFtoVKq6P9BIGeqAbAqZxNPg+9qoDmWiPC+v5gKiiPK8PKgOZZoUC5E1qA4eQPmNAtS8lKyA8hsFUB08YM2wiOyaWZOdeq48QVRveh00Dx0yqoNm+TXjhr4bW64xU4tqnGghYG+UgMPX/2e3s1Y7k/KTxs1MbWw5osbA5GQnJSXF4H61Wo1hw4Y1OCAiYym3bsW5fk/oti++9LJRHYzdgowb+m5sucZq+4XtGPTbC5g93BUfDXDF+H3TkPhjIrZf2G7r0Jyam2fNs4fXpxxRY2BysrNgwQJ88sknevvUajWeffZZHD161FxxUSOhURUhLaUcaSnl0KiKjP5cRQfj8nz9tbUqOhjXlvDIunSGW1M/GJ4QDwBEuDX1g6xLZ6PjaWx0a5sVX9fbn6/Kx6Sdk5jwWJCsS1e4eapR6/MrK4esS1drhtUosbuC4zA52fnll18wdepUpKWlAQDKysrwzDPP4MSJE9ixY4fZAySqqs4OxgCuzk2psUlLEAB5p4KKD1Q9AQDtcaHmdUgbtbrWNgPseyFWRydEPgL5IxV922p4fnu4QYh8xKpxEdkzk5Odzp07Y926dRg9ejR++uknPP300zh16hR27NgBhUJh0rl2796NJ598EqGhoRAEAevXr9c7LooiZs2ahdDQUHh6eiIuLg4nTpzQK1NSUoJXX30VgYGB8PLyQv/+/XHp0iVTvxbZSJ0djEsLgVl+2ldpIQAzdDC+kAHfplfQrMfNalX9bjI1mvW4Cd+mV7hqdw2MWdvM3hdidWgurvAd+x6a9bhl4PnVoFmPW/Ad+x6nAbCCshI10uM+RnrcxygrYXJvz+o19DwuLg5fffUVnn76abRt2xa7du1CYGCgyecpLCxEhw4d8MILL+Dpp5+udnz+/PlITU3FypUrcf/99+Pdd9/F448/jlOnTsHHxwcAMGHCBGzYsAFr1qxB06ZNMXnyZDzxxBPIzMyEK4ddOqUGdzC+uxq3b1gxfJoVQ3XNHeXFrnDzUEMWVArBRb8c6au8tpmgEdH2ogj/O8BNb+BkmADRRahWjswsqj98JwPeG/+Douzr957floEQ/vmJQ03sSM6trFSbEALAsFLbJYRGJTuDBg0yuD8oKAhNmjTBSy+9pNu3du1aoy/et29f9O3b1+AxURSxYMECvPnmm7rrr1q1CnK5HKtXr8bLL7+MgoICfP755/jqq68QH6+dhO7rr79GWFgYtm/fjsTERIPnLikpQUlJiW5bqVQaHbOxqo4S8urRo1HOeaEqU6Hb6m4AgP3D9kMmMW3iPI2qCKfWhAIA2kwogou7V8M7GFdajVtwAbzkpXWWo3sq1jbrekqDpG0aBN6+d+y6D7DycRccaONi9BpoVE9R/QFFN1wfGA03DzVCPvgYwj/6skaHyACjmrH8/PwMvhITE9GyZUu9feaSnZ2NvLw8JFSaBVQqlSI2NhYZGdrmhczMTJSVlemVCQ0NRbt27XRlDElJSdGLOSwszGxxA/UfJUQGaNSQBZfAt4UKuLhPu92lM9wUCtTYqUYQ4KZQ1NzBuGLV7lrmKYFvM67aXYNOwZ2QkO2LyWs1aHpb/1jAbWDyWg0Ssv0cYiFWh3d3BmtljgwI685Eh6gGRtXsrFixwtJxVJN3t0+GXK7/r2u5XI4LFy7oyri7u8Pf379ambxa+nRMnz4dkyZN0m0rlUqzJTx2swyBvShT6b+vUrNTaw1Y1s8QfvkPwnvd0G7/OBzYFgqhz3uQvzFdez+rupsAyd+YXnNNGlftbhAXEUjaru0rUjVddAGgAZD0mxoub1s7MiIiw+x+BmWhyr/eRVGstq+quspIpVL4+vrqvcyhoaOEnJFavPddM/OP6o3QqbUGLOtnIO154E6VpFWZC6Q9D9/mxWi2cAHcgvWbStzkcjQzJqG8u2p3taYqrtpdJ9WhTLhdv1VjvZgLALdrtzgDNRHZjXp1UP7hhx+QlpaGnJwclJbq93c4fNg8IzAqRnbl5eUhJCREtz8/P19X26NQKFBaWoqbN2/q1e7k5+cjJsb6TRCmjBLy6ub8c2Bsv7AdKfvn6rbH7ZoIuUyOaV2noespTe01YPEifJuKgAYorNaBWAA2T4Nv4lx4P3EVRdl/V+qgCQjNi40LMKo/REU35FTq8+DCPg914gzURORoTK7Z+eijj/DCCy8gODgYR44cQdeuXdG0aVOcO3euxs7G9REREQGFQoFt27bp9pWWlmLXrl26RKZz586QSCR6ZXJzc3H8+HGbJDv1+RFQlanQflV7tF/VHqoy55mUSjfpXJH+PclX5WNy+kRc+L+ZNdeAiSKu/r9yKHM8cGaDHDk7AnHld3/k7AjEmQ1yKC9KAeVl4PuREFR58JKXwi+8CF7yUgh3tDU/yPrZqDhdvL0R3usGmsXcgkubnkx0jMAZqInI0Zic7CxZsgSffPIJFi9eDHd3d0yZMgXbtm3Da6+9hoKCgrpPUMmdO3dw9OhR3czL2dnZOHr0KHJyciAIAiZMmIC5c+di3bp1OH78OJKSkiCTyXTLUvj5+WHUqFGYPHkyfvvtNxw5cgQjRoxA+/btdaOzrIk/Alp1TTrX9qIGbtdv1XqOcpUbLmf4o7xI/xEtL3LB5f/nD+VFDwCGuhjfvebmaQAntbOIBncQJyKyMpOTnZycHF2tiaenJ27f1g7HeO655/Dtt9+adK5Dhw6hY8eO6NixIwBg0qRJ6NixI2bMmAEAmDJlCiZMmIBx48ahS5cuuHz5MrZu3aqbYwcAPvzwQwwcOBCDBw9Gjx49IJPJsGHDBpvMseOIPwKWmO68rknnmtwx5WxV76V2++oRX4g1Lv0jamt+OCmgRQiurpC/Mb2Gg0Z0ECcisjKTkx2FQoEbN7SjY8LDw7Fv3z4A2loZU1c9j4uLgyiK1V4rV64EoO2cPGvWLOTm5qK4uBi7du1Cu3bt9M7h4eGBRYsW4caNG1CpVNiwYYPZh5Ibiz8CWtcKa5+M76a3sWeqeWh4ucoNqmvutX+ckwJajG9CApotXADX+nYQJyKyIpOTnV69emHDhg0AgFGjRmHixIl4/PHHMWTIEDz11FNmD9DRmPojUHl0UubVTKdYTyhIWXuScTJMwHWfmpcxNFZ5cR1JIycFtCjfhASErP9Btx205CO0+m07Ex0isjsmj8b65JNPoNFo2w/GjBmDgIAA7N27F08++STGjBlj9gAdkW9CAoQuD+FSTCwA7Y9A09he1Wp0tl/YjpQDKbrtcb+N041Wig+3fp+j+jA0Q3InVx/Iy8uR7+oK0VCTngCs7wW8+JP2vf40N4LhjssGuHnU1I4laIeQc1JAi6v8THt07uT0tZZE5JhMrtlxcXGBm9u9HGnw4MH46KOP8Nprr8HdvY5mhUZE4wKcaCFgb5SArBYCNFV+83WjlVT5evvzVfmYtHMStl/Ybp1AS1WG3zeAq08Ipt24CQAQqiQuFdt9m95Es7fGwC0oWO+4m1yO0AUf1t33qakfZEGlqKlPj9GTArp7AbMKtC93r7rLExGRw6nXpIJ79uzBiBEjEB0djcuXLwMAvvrqK+zdu9eswTmq7Re2Y9CWZzF7uCs+GuCK8f9vIhJ/TNQlMHWNVgKA9w68Z5UmLb0ZjDOPmGfCw/AYxLv5IzX/BuRlakRd0KDHCQ2iLmigKFMjNf8G4t0C4DvsFURu2qj7WNgny9Hqt+3w69On7r5PM/8PwrNfAj4K/eOcFJCIiKowOdn58ccfkZiYCE9PTxw5ckS3oObt27cxd+7cOj7t/HQ1NsXV55epqLGpa7SSCBF5qjwczjfPBI01UW7dinNPPaPbvjj+NfOs4XV3OYaup0QsWaLGrNUavP6zBrNWa/DxEjW6nhJ1NS+Vmz1kXbrotiv6PrkFV6/50fV9iuoPjD9w7+DwH4AJx5joWJFM4mnwPRGRPTE52Xn33XexbNkyfPrpp5BIJLr9MTExZps92VEZW2NztY7RShWuqeqepLC+kxJWrOFVnq9/jYoZjBua8CgveeDy/zM0T46rdp6cSx51nsM3IcFgzY9eB9jKTVXhMZwUkIiIqjE52Tl16hQee+yxavt9fX1x69Ytc8TksIytsblZctOo8wXJLDP5oKXX8NKdH4DB4eOCYPT5a6r50WGfGyIiqoPJyU5ISAjOnDlTbf/evXsRGRlplqAclTE1MQDgL/WHXCaHUMM8MgIEKGQKdAruZM7wdExZw8sez09Ed7nLDL8nIj0mJzsvv/wyXn/9dezfvx+CIODKlSv45ptvkJycjHHjxlkiRodhbE2M3Es7vNyQigRoatepcLVQk4xZF3Ks3HR2970p53eRydD2z5No++dJuMiq/7Gu6zgREVFdTJ5nZ8qUKSgoKEDPnj1RXFyMxx57DFKpFMnJyXjllVcsEaPD6BTcCXKZHPmqfIP9dgQIkMvk6BTcCa4urkiNS0XKgRS94edymRxTu041ep6dqpMSxoTG1JkkmXMNrzLVHcz8Ro2b3sCh7vvRo3UfrhFGZCUV/xggotqZnOwAwJw5c/Dmm28iKysLGo0GUVFR8PY2eg0Ap+Xq4oppXadh0s5J1Y4ZqrGJD49HN0U3xKzRTn63pPcSo5KVCvWdlFDW6SG4eQHlhSIML8kgws1LgKzTQ3Vff98c5A+/G+++aZD/70NM6zwF4QoFyq9eNdwvSBDgJpfb1RphVD/8sSUiR2B0M5ZKpcL48ePRrFkzBAcH48UXX8R9992Hrl27MtGpJD48HqlxqQiW6Q+ZlsvkSI1LrZaECMWlSEspR1pKOTr6RJmU6NR3UkLh0n7IH/r77lbVZES7LX/obwiX9td9/eLr1a+/JxlXR/e7e7GqF288a4QRETV2MjdPg++tzehkZ+bMmVi5ciX69euHZ599Ftu2bcPYsWMtGZvDig+Px/r+63XbS3ovweanN5ttCYgGT0p45yp8w4rRrMdNuHnqL7ngJlOjWY+b8A0rrnEhTWOuP9t9C0IWpBqcIZkLRRIRkTUZ3Yy1du1afP7553j22WcBACNGjECPHj2gVqvhyn+hV1O5hqazvLNZOxubMinhw4qHqxe4u0Cmb1gxfJoVQ3XNHeXFrnDzUEMWVArBRb9cfa9/+tGm6LRpI/56uCsA7Tw5Xj16sEaHiIisyuianYsXL+LRRx/VbXft2hVubm64cuWKRQJrNMpVht/Xwtgh7jWWC4/RLqsAAYIL4CUvhV94EbzkFYmOAPg2q3EhTVOuX+c8OURERBZmdLKjVqurLfTp5uaG8vJyswflFAwMyTZE5upp8H1tjB3iXmO5u8s5AIBYj4U0G3x9IiIiKzK6GUsURSQlJUEqler2FRcXY8yYMfDyujdz7dq1a80boZOruhCnV1yvOms/TBniXqOo/toFM3/5D3Cn0gSAvqHaRKeW9aU6BXeCXOKL/NICQATaXhThfwe46Q2cDBMAAZBLm6BTcCe4uLhytA4REdmU0cnOyJEjq+0bMWKEWYNpbJRbt+Lqu+/qti+Ofw1uCgXkb0yvtQNv5SHugkbUSzb+DHOB6GLkpIRR/VEY9CBuPN0Lbh5qBLyfCs/2A+tcX8oVwLS/b2LNZQEjt2sQePveses+wKp4Fzzb7G+wwYqIiOyB0cnOihUrLBmH05G5eeJYdo52w8Bwu4qFOKvOQ1OxECfqGLEUHx6PJW7Pw2XhCvgr742ouukrQPP6SDxi7MgvF1eo8rW1dX7Nuxq3kOaFDHQ9cgOh/88fVceWN70NTFqnRvMeN4ELGUDEo4bPQURETq/yzPe2nAXf5OUiyEiVh31fyNDbNsdCnMqtW9H03S/0Eh0A8L+tQdN3vzB61XIXT08Mnu6GwdPd4OJpXJ8hsSAXVw/7QYCBaXTuvq4e8YVYkFv3yUoLgVl+2ldpoVHXJyKyB6JajSY3/4L86iEUHc6s9+LJZHlMdiwh62fg4673tr/5F7CgnXY/Gr5QpqVXLa+L6oIS5UWuMDz7MgAIKFe5QXVBaZHrExHZmnLrVuQMGoBOfyzEP06uQO74sTjTO97of2iSdTHZMbesn4G054HbVWo1lLna/Vk/N3ghTnOuKq4WK62tlX+05okIK8flYnj+nfqWIyJyJBXdENT5+jPYV3RDYMJjf5jsmJNGDWyeiupLMODevs3T4BbQxKjTuQUGGNxvrlXLt1/YjoG/DNNtj9s1EYk/Jta61AQAuAUbl8QYW46IyFHYumad6ofJjjldyACUtU2yKALKy5CJh+HmqYbhpEhbzk1WDllgqcGjNSVBppRryNpasi6d4aZQ1H5thcK4hT5r6dtEZGllJWp8PCYdH49JR1kJnz2qmzlr1sl6mOyYUw1rSVUlFORA3qng7lYNC3F2VEIoMlwzIwssbVCy1NC1tQRXV8jfmK5b1FP/oAAIgnELfdbRt4nsH5MFamzMVbNO1sVkx5xqWEuqGv/7jFuIs4bzCUXXGpQsmbK2Vk18ExLQbOECuAYF6sdv7EKfd/s2ibX0bSIisjduQfdmhhch4GaT1sgL7oybTVrrzUhfuRzZntHz7JARKtacUubCcK2LoD3+8Gjg98XwDcuFT7OrBhbirH1tKnjLtclQj5u4etjv7sgoLTeZGvKOylqTpQavrXWXb0ICvDp3wF894gAAYR9/ZNQM0JX7NlWvGxIBCMDmacAD/Yyb94eIyEoqmvGvqBU43fJfKPHw1x2TFt9E67M/INQ1z7hmfLIaJjvmVLHmVNrz0A7LrpzwVFpzys39XjkXAV7yUsPlavqhv5tU1TdZMufaVnoLfXbuaNxCn0b2bWoMkxKWlajxyeu7AAAvLYyFROpYyZ2qtFzvvZ+DxU9kKsHVFSUj38DxfdUbRkqkTXA86kU07a7hosd2hs1Y5lax5pRPlQ68vqHa/RVrTlWUq1r7UrWcIZUW8qxIlu6tWl53slSxtpZQwzw5AgQoZIra19ZqCCP7NhldjojISjQaEYdOye7OoFrlb6igXRsw8y8ZNJqa+lSSLTDZsYSo/sD4A/e2h/8ATDhWPYGJ6g/x37txIb0pLmc0gebpbwyXq+ka9UyWKtbWMqQiATJqba36qhSzRnTB5ZJ/4K+iR3C55B/QiC4GyxER2YPc07dQeKsEtU2qeudmCXJP37JiVFQXNmNZSuVEITym5iapSmtThYR1N62PSlR/iIpuyBkYDTcPNUI++Bgu/+hr1Dniw+ORGpeKlAMpesPP5TI5pnadinhj19aqj7vNcGfzW2CPchQKNfc6OXu5XMejvp+jZfDFmvssmZGtm5Eq/+vvyulbCIsKgItLTX9E7U/l+PPOFsDnwSCHip/IVIXKErOWI+tgsmNjLjJPtH32bv8VmXFrU+l93tsb4b1uaDfa9DQpWYoPj0c3RTfErNEmFUt6L0FMaIxpNTruMsPva+PiirOt/ovNf3lUO1SoCcDmW1PQJ6YYLZ28c/LZI/nY891fuu2Ni/+AVxMpHh3SGi07BtswMuOcPZKP3Wvuxb992XH87kDxA46fbJL1eflKzVqOrIPNWI1c5cSms7yz5ZquKtFoROzJaHJ3q+oPi/aR3Pt7E6du8z57JB+blx9H4S39uZAKb5Vg8/LjOHskv4ZP2oeK+FUFjhk/oP0O387ep9veuPgPfPlGhkPETrYT0roJvJrUnsh4+0sR0rqJdQIiozDZsRR3L2BWgfbl7mXraCzGRSZD2z9Pou2fJ+EiM65mp7G3eWs0IvZ8d7rWMnvTTtttsufo8QOOn2yS7bi4CHh0SOtayzwyuDVrCO0Mkx1bayRJUWWmtHk74wy995K9mtlzsufo8TtDska21bJjMPq83A5efhK9/d7+UvR5uZ3DNOM2Juyz4+gqkqV6kklkODbymBkDqps9tXnbos+Go3dwdPT4TUnWmrXxr7UcNV4tOwYjtIUHvnjzEADgn6PbILxjKGt07BSTHbK6ijbv2n5wKtq8K9fmmDsZsVUHYXtK9urDw8fdrOWszdGTtcpsPZqwsav8tyg00peJjh1jMxZZnbFt3tl/XLNYB1Jb9tlw9A6Ol1w1UAoagwvJAtq11ZSCBpdcNQaP25qjJ5tEZDq7TnZmzZoFQRD0XgrFvZmJRVHErFmzEBoaCk9PT8TFxeHEiRM2jJiMpWvzbqL/r/+KNm8AFktGbN1nw9E7OF4rLEG6ZxkAVEt4KrbTPctwrdA+a0YcPdkkItPZdbIDAP/4xz+Qm5urex07dq9/yfz585GamorFixfj4MGDUCgUePzxx3H79m0bRkzGatkxGENndtdtP/FKBzw3JwYRHYIsmozYQwfbupI9e+7gGOzjgdPuGvwkK8VtQf+/wW1BxE+yUpx21yDYp/o8SvbA0ZNNIjKd3ffZcXNz06vNqSCKIhYsWIA333wTgwYNAgCsWrUKcrkcq1evxssvv2ztUKke9Nq8WzeBi4uAy6duWrQDqb302WjZMRjNHwjAZxN3A9Ame44wqV3XiACE+HngTEExzkhK0LzcBV6igEJBxCU3DSAAIX4e6BoRYOtQa1SRbO757i+92kNvfykeGew4kyISkXHsvmbn9OnTCA0NRUREBJ599lmcO3cOAJCdnY28vDwkJCToykqlUsTGxiIjI6PWc5aUlECpVOq9yH5YOhmxpz4bhpI9e+fqImDmk1HaDQG4KNHgT3c1Lko0uqmTZj4ZBVc7/y411Swy0SFyPnad7HTr1g1ffvkltmzZgk8//RR5eXmIiYnBjRs3kJeXBwCQy/UXi5TL5bpjNUlJSYGfn5/uFRYWZrHv0NjVZ54cSycj7LPRcH3ahWDpiE4I9tG/jwo/Dywd0Ql92oXYKDLTOGKySUSms+tmrL59++ret2/fHtHR0WjZsiVWrVqF7t21/yITBP0/TqIoVttX1fTp0zFp0iTdtlKpZMJjIXXNYyORumL8sl56nzF1aLqpQ28r+mxsXn68xjLW6rNh6Ps7ij7tQtA1zB/vvbkHhYKIgS+3R88ohd3X6BBR42PXNTtVeXl5oX379jh9+rSuH0/VWpz8/PxqtT1VSaVS+Pr66r3I/Oq79pA1OpA6cgdhe+LqIqBFuSvalrnh4fAAJjpEZJccKtkpKSnByZMnERISgoiICCgUCmzbtk13vLS0FLt27UJMTIwNo9RyxmUOTNHQeWwqkhFPP/1kxKtKMlK15siUEVrss0FE1DjYdTNWcnIynnzySbRo0QL5+fl49913oVQqMXLkSAiCgAkTJmDu3Llo3bo1Wrdujblz50Imk2HYsGG2Dr1RM3Yem4gOQbXWzpyWqPGJTzEk5WW60T5qHxEKiRotYZ4ZkG3dZ0NVWo6oGVsAAFn/lwiZu13/L0lE5JDs+i/rpUuXMHToUFy/fh1BQUHo3r079u3bh/DwcADAlClTUFRUhHHjxuHmzZvo1q0btm7dCh8fHxtH3riZY+2hzcdzMfbrw9op6iqttScoizH268N4P7oVrv56udrnKmqO2BRlHRKpK95vUgQAeIFLFRCRnbLrZGfNmjW1HhcEAbNmzcKsWbOsExBVY6iDcEOHjqs1ImZvyDK4GIEIwEUEzm29BC/UXAtjTM0RERE1Dnad7DgyW6ymbS8aOnT8QPbfyC0orvFzzcpd4KWu/V5y1WrrkLm74fy8frYOo94ceTQc0Lj/zhCZgsmOBdhqNe36sMSqyaYMHTck/3bNiQ4AeInG/TE3pobJ1j926ko/Vgey/8ajrYM4oomM4kh/Z4hszaFGYzkCU0chOeOorYYOHa9rTaVCwbgRV/a+avXm47mIT92l205acRCPvJeOzcdzbRgVOYKGjnYkamyY7JiRrVfTtoU7xWW69+dO3tB9t4bMY1Ox9lJN9RuX3TQodK39Htr7DMgVHbCvVql9yivQdsBmwkM1aYx/Z8hxNWR6EHNismNG9rCatqka8iCePZKP9XMP6ba3LzuuN2lgfeexqbz2UtWERwAgCkBkQvNaz2HPq1bX1QEbAGZvyNJr4iKq4Ih/Z6hxqu/EspbAZMeMbLGadkOawRryIFZUo6sKaq9Gr+88Nrq1l3wNr730rwFtHHYG5Lo6YIsAcguKcSD7b+sFRQ7DFn9niExlb02tTHbMqD6jkGxVxdeQB9GUavQyQcT7TYrwfpMilBnZ16ZCn3Yh2D4pVre98oWHsXdqL90iky07BmPA9C664/Fj2jnEDMh1dcA2tRw1LpZeKJeooeyxqZXJjhmZupq2rar4GvogmlKNXnW0UdWmGVVpOe6btgn3TdsEVWl5tfNUHpnUNaL62kuVa4oULf3stumqsro6YJtajhoXU//OEFmbPTa1Mtkxo8qjkMQqPTIqtiv6kpiriq8+NUMNfRCNrR7POHG1waONKuZxOT+vn8GlFFwkLrqaoyNXChyin0tdHbAFACF+HugaEWDNsMhBWGOhXKKGsMemViY7ZnZaosZPshLcrtJkc1sQ8ZOsBKclarNV8dW3ZqihD6KHj7vB/VUt+n/ZFh1tZI6h23XVLFlCXR2wAWDmk1Gcb4dq1JDRjkSWZo9NrUx2zKhilM1f7hp84luCNV4l2CArxRqvEnziW4LT7hrM3pCFS3/dbHAVX0Nqhhr6IF5y1UApaKrVXlUQIUIpaHDRTWPgmFZDRxs5+tDtujpgV/RLIqpJfUc7ElmaPTa1Mtkxo8qjbEQBuCjR4E93NS5KNBCFe6Nsjp0xbpRNTTUrDa0ZauiDeK2wBOme2vl1amquS/csQ00THVcebVRXnx5DnGXodl0dsInqUt/RjmQeLjKZwfeNnT02tTLZMSNjR8/caeAMwA3tc2OOGY5Pu2vwk6y0hua6Upx2r16rU9W2rLx6NUM509DtujpgExE5IntrauXaWGZk7OiZsPv9UdQkv95rR5mj81fFg7jnu7/0msK8/aV4ZHDta+tUdLA9U1CMM5ISNC93gZcooFAQcclNU2ONTlVf/L/z1fZVNEPV1pRjzqHbXJuKiMgyWnYMRvMHAvDZxN0AtE2ttlqsljU7ZmTsKJtuLZs2qGbFXJ2/zDHDMao011V8+SYySY33AQBqetaNaYYy19Bte1ibqq7RZkREjsxemlqZ7JiRKaNsGlLFZ87OXw2e4dinegfbZSM6Yd6g9gBqvg+1daepqxnKHEO3Hb2DMxERGY/JjpmZMsqmvjUr5uz81eAZjicb7mBb230Y1eM+o85fUzNUQ4duO0sHZyIiMg6THQswZZRNcfm99ayahHsbXbNSUTPk6adfM+Rl5c5ftXWwrek+xEcpjDp3bc1QDRm67UwdnImIqG7sJGAh1hhlc1qixic+xZCUl+k6CKt9RCgkarQ0+9Xqx8dDgvPz+untq2iGyisoNli7IkCbtNQ1g3CfdiHo0SoQ7WdtBaBNpozpYMy1qYiIGhfW7Dioij4neXdK9DoI5ypN63NSn3luKqtPB1tzziBcn6SSa1MRETUurNmxkIokoC4VazsBwD+uFBhVM1FXnxMB2j4nj0cpaj3X5uO5mPnzCd120oqDCPHzwMwnoyw+sV1FM9TMn0/odRJWmHh9Y+9zZeaqWSIiIsfAmh0bqu/QZ3P0ObGH0Ui2mkGYa1MRETUuTHZspCHJRkP7nNjTaCRbzSDMtamIiBoPNmPZQEOboRra58SUmqHolk2NupYjqm8HZyIiAJBIXTF+WS9bh0FGYLJjAw1NNhra58SeRiPVp8+NOXFtKnJk/LElMg6bsWygoclGQ/uccDQSERE1Jkx2bMAcyUZD+pyYY7kFIiIiR8FkxwbMlWzUdzQTRyMREVFjwmTHBmw9qR7A0UgVuOo4EZHzY7JjI/aQbNhqnhsiIiJr4j9lbcgehj5zNBIRETk7Jjs21tBkw9ZDt4mIiOwdk51GjskSERE5O/bZISIiIqfGmh0bY80KERGRZbFmh4iIiJwakx0iIiJyamzGIqJGS60RcSD7b+TfLkawj4fDTb/g6PE7Ot7/uqk1InLc1CgUROzPvoHo+607vUoFp0l2lixZgvfffx+5ubn4xz/+gQULFuDRRx+1dVhEZKc2H8/F7A1ZyC24t+BuiJ8HZj4Z5RATazp6/I6O979um4/nYtbPJ5DnXQoA2LjyoM3ukVM0Y3333XeYMGEC3nzzTRw5cgSPPvoo+vbti5ycHFuHRkR2aPPxXIz9+rDeDxUA5BUUY+zXh7H5eK6NIjOOo8fv6Hj/61Zxj/KUJXr7bXWPnCLZSU1NxahRo/Diiy+ibdu2WLBgAcLCwrB06VJbh0ZEdkatETF7QxZEA8cq9s3ekAW1xlAJ23P0+B0d73/d7PEeOXyyU1paiszMTCQkJOjtT0hIQEZGhsHPlJSUQKlU6r2IqHE4kP13tX+RVyYCyC0oxoHsv60XlAkcPX5Hx/tfN3u8Rw6f7Fy/fh1qtRpyuVxvv1wuR15ensHPpKSkwM/PT/cKCwuzRqhEZAfyb9f8R7g+5azN0eN3dLz/dbPHe+TwyU4FQdDv3S2KYrV9FaZPn46CggLd6+LFi9YIkYjsQLCPh1nLWZujx+/oeP/rZo/3yOGTncDAQLi6ularxcnPz69W21NBKpXC19dX70VEjUPXiACE+HmgpsGvArSjarpGBFgzLKM5evyOjve/bvZ4jxw+2XF3d0fnzp2xbds2vf3btm1DTEyMjaIiInvl6iJg5pNRAFDtj3HF9swno+x2vhRHj9/R8f7XzR7vkcMnOwAwadIkfPbZZ/jiiy9w8uRJTJw4ETk5ORgzZoytQyMiO9SnXQiWjugEhZ9+NbrCzwNLR3Sy+3lSHD1+R8f7X7eKeyT3lertt9U9EkRRdIrxcUuWLMH8+fORm5uLdu3a4cMPP8Rjjz1m1GeVSiX8/PxQUFDAJi2iRsTRZ8B19PgdHe9/3YqLyjHzPztQKIh4dvxDZp9B2djfb6dJdhqCyQ4REZH5lZWo8cnruwAALy2MhUTqatbzG/v77RTNWEREREQ1YbJDRERETo3JDhERETk1JjtERETk1JjsEBERkVNjskNEREROjckOEREROTUmO0REROTUmOwQERGRU2OyQ0RERE6NyQ4RERE5NSY7RERE5NSY7BAREZFTY7JDRERETo3JDhERETk1JjtERETk1JjsEBERkVNjskNEREROjckOEREROTUmO0REROTUmOwQERGRU2OyQ0RERE6NyQ4RERE5NSY7RERE5NSY7BAREZFTc7N1AEREROScJFJXjF/Wy9ZhsGaHiIiInBuTHSIiInJqTHaIiIjIqTHZISIiIqfGZIeIiIicGpMdIiIicmpMdoiIiMipMdkhIiIip8Zkh4iIiJwakx0iIiJyakx2iIiIyKkx2SEiIiKnxmSHiIiInBqTHSIiInJqTHaIiIjIqbnZOgB7IIoiAECpVNo4EiIiIjJWxe92xe94TZjsALhx4wYAICwszMaREBERkalu374NPz+/Go8z2QEQEBAAAMjJyan1ZpFhSqUSYWFhuHjxInx9fW0djsPh/WsY3r+G4f1rGN6/hmno/RNFEbdv30ZoaGit5ZjsAHBx0XZd8vPz48PaAL6+vrx/DcD71zC8fw3D+9cwvH8N05D7Z0wlBTsoExERkVNjskNEREROjckOAKlUipkzZ0Iqldo6FIfE+9cwvH8Nw/vXMLx/DcP71zDWun+CWNd4LSIiIiIHxpodIiIicmpMdoiIiMipMdkhIiIip8Zkh4iIiJwakx0AS5YsQUREBDw8PNC5c2fs2bPH1iHZnVmzZkEQBL2XQqHQHRdFEbNmzUJoaCg8PT0RFxeHEydO2DBi29q9ezeefPJJhIaGQhAErF+/Xu+4MferpKQEr776KgIDA+Hl5YX+/fvj0qVLVvwWtlPX/UtKSqr2PHbv3l2vTGO+fykpKXj44Yfh4+OD4OBgDBw4EKdOndIrw2fQMGPuHZ+/2i1duhQPPvigbqLA6Oho/Prrr7rjtnj2Gn2y891332HChAl48803ceTIETz66KPo27cvcnJybB2a3fnHP/6B3Nxc3evYsWO6Y/Pnz0dqaioWL16MgwcPQqFQ4PHHH8ft27dtGLHtFBYWokOHDli8eLHB48bcrwkTJmDdunVYs2YN9u7dizt37uCJJ56AWq221tewmbruHwD06dNH73n85Zdf9I435vu3a9cujB8/Hvv27cO2bdtQXl6OhIQEFBYW6srwGTTMmHsH8PmrTfPmzTFv3jwcOnQIhw4dQq9evTBgwABdQmOTZ09s5Lp27SqOGTNGb98DDzwgTps2zUYR2aeZM2eKHTp0MHhMo9GICoVCnDdvnm5fcXGx6OfnJy5btsxKEdovAOK6det028bcr1u3bokSiURcs2aNrszly5dFFxcXcfPmzVaL3R5UvX+iKIojR44UBwwYUONneP/05efniwDEXbt2iaLIZ9AUVe+dKPL5qw9/f3/xs88+s9mz16hrdkpLS5GZmYmEhAS9/QkJCcjIyLBRVPbr9OnTCA0NRUREBJ599lmcO3cOAJCdnY28vDy9+yiVShEbG8v7aIAx9yszMxNlZWV6ZUJDQ9GuXTve07t27tyJ4OBg3H///Rg9ejTy8/N1x3j/9BUUFAC4t+gxn0HjVb13Ffj8GUetVmPNmjUoLCxEdHS0zZ69Rp3sXL9+HWq1GnK5XG+/XC5HXl6ejaKyT926dcOXX36JLVu24NNPP0VeXh5iYmJw48YN3b3ifTSOMfcrLy8P7u7u8Pf3r7FMY9a3b1988803SE9PxwcffICDBw+iV69eKCkpAcD7V5koipg0aRIeeeQRtGvXDgCfQWMZuncAnz9jHDt2DN7e3pBKpRgzZgzWrVuHqKgomz17XPUcgCAIetuiKFbb19j17dtX9759+/aIjo5Gy5YtsWrVKl3HPN5H09TnfvGeag0ZMkT3vl27dujSpQvCw8OxadMmDBo0qMbPNcb798orr+B///sf9u7dW+0Yn8Ha1XTv+PzVrU2bNjh69Chu3bqFH3/8ESNHjsSuXbt0x6397DXqmp3AwEC4urpWyxTz8/OrZZ2kz8vLC+3bt8fp06d1o7J4H41jzP1SKBQoLS3FzZs3ayxD94SEhCA8PBynT58GwPtX4dVXX8XPP/+MHTt2oHnz5rr9fAbrVtO9M4TPX3Xu7u5o1aoVunTpgpSUFHTo0AELFy602bPXqJMdd3d3dO7cGdu2bdPbv23bNsTExNgoKsdQUlKCkydPIiQkBBEREVAoFHr3sbS0FLt27eJ9NMCY+9W5c2dIJBK9Mrm5uTh+/DjvqQE3btzAxYsXERISAoD3TxRFvPLKK1i7di3S09MRERGhd5zPYM3quneG8PmrmyiKKCkpsd2zV69uzU5kzZo1okQiET///HMxKytLnDBhgujl5SWeP3/e1qHZlcmTJ4s7d+4Uz507J+7bt0984oknRB8fH919mjdvnujn5yeuXbtWPHbsmDh06FAxJCREVCqVNo7cNm7fvi0eOXJEPHLkiAhATE1NFY8cOSJeuHBBFEXj7teYMWPE5s2bi9u3bxcPHz4s9urVS+zQoYNYXl5uq69lNbXdv9u3b4uTJ08WMzIyxOzsbHHHjh1idHS02KxZM96/u8aOHSv6+fmJO3fuFHNzc3UvlUqlK8Nn0LC67h2fv7pNnz5d3L17t5idnS3+73//E9944w3RxcVF3Lp1qyiKtnn2Gn2yI4qi+PHHH4vh4eGiu7u72KlTJ70hhqQ1ZMgQMSQkRJRIJGJoaKg4aNAg8cSJE7rjGo1GnDlzpqhQKESpVCo+9thj4rFjx2wYsW3t2LFDBFDtNXLkSFEUjbtfRUVF4iuvvCIGBASInp6e4hNPPCHm5OTY4NtYX233T6VSiQkJCWJQUJAokUjEFi1aiCNHjqx2bxrz/TN07wCIK1as0JXhM2hYXfeOz1/d/v3vf+t+U4OCgsTevXvrEh1RtM2zJ4iiKNavToiIiIjI/jXqPjtERETk/JjsEBERkVNjskNEREROjckOEREROTUmO0REROTUmOwQERGRU2OyQ0RERE6NyQ4RERE5NSY7REQ29PnnnyMhIcGkzyxevBj9+/e3UEREzofJDhFBEIRaX0lJSbYO0ezi4uIwYcIEm8ZQUlKCGTNm4O2339btmzVrFh566CG9cnv27EGTJk3w6quvQhRFjB49GgcPHsTevXutHDGRY2KyQ0TIzc3VvRYsWABfX1+9fQsXLrR1iEYrKytzmOv9+OOP8Pb2xqOPPlpjmU2bNiExMRGvv/46Fi1aBEEQIJVKMWzYMCxatKje1yZqTJjsEBEUCoXu5efnB0EQ9Pbt3r0bnTt3hoeHByIjIzF79myUl5frPi8IApYvX44nnngCMpkMbdu2xe+//44zZ84gLi4OXl5eiI6OxtmzZ3WfqajBWL58OcLCwiCTyfDMM8/g1q1berGtWLECbdu2hYeHBx544AEsWbJEd+z8+fMQBAFpaWmIi4uDh4cHvv76a9y4cQNDhw5F8+bNIZPJ0L59e3z77be6zyUlJWHXrl1YuHChrvbq/PnzWLlyJZo0aaJ3/fXr10MQhGpxf/HFF4iMjIRUKoUoiigoKMBLL72E4OBg+Pr6olevXvjjjz9qve9r1qyptTlq9erVGDRoEObNm4fZs2frHevfvz/Wr1+PoqKiWq9BREx2iKgOW7ZswYgRI/Daa68hKysLy5cvx8qVKzFnzhy9cu+88w6ef/55HD16FA888ACGDRuGl19+GdOnT8ehQ4cAAK+88oreZ86cOYO0tDRs2LABmzdvxtGjRzF+/Hjd8U8//RRvvvkm5syZg5MnT2Lu3Ll4++23sWrVKr3zTJ06Fa+99hpOnjyJxMREFBcXo3Pnzti4cSOOHz+Ol156Cc899xz2798PAFi4cCGio6MxevRoXe1VWFiY0fekIu4ff/wRR48eBQD069cPeXl5+OWXX5CZmYlOnTqhd+/e+Pvvv2s8z549e9ClSxeDxz7++GO88MIL+Pzzz/Haa69VO96lSxeUlZXhwIEDRsdN1GjVe710InJKK1asEP38/HTbjz76qDh37ly9Ml999ZUYEhKi2wYgvvXWW7rt33//XQQgfv7557p93377rejh4aHbnjlzpujq6ipevHhRt+/XX38VXVxcxNzcXFEURTEsLExcvXq13rXfeecdMTo6WhRFUczOzhYBiAsWLKjze/3zn/8UJ0+erNuOjY0VX3/99Vq/uyiK4rp168TKfypnzpwpSiQSMT8/X7fvt99+E319fcXi4mK9z7Zs2VJcvny5wXhu3rwpAhB3796tt3/mzJmiu7t7tftniL+/v7hy5cpayxCRKLrZMtEiIvuXmZmJgwcP6tXkqNVqFBcXQ6VSQSaTAQAefPBB3XG5XA4AaN++vd6+4uJiKJVK+Pr6AgBatGiB5s2b68pER0dDo9Hg1KlTcHV1xcWLFzFq1CiMHj1aV6a8vBx+fn56MVatHVGr1Zg3bx6+++47XL58GSUlJSgpKYGXl1dDbwcAIDw8HEFBQbrtzMxM3LlzB02bNtUrV1RUpNd0V/UYAHh4eFQ71rx5czRp0gTz589H3759ERISYvAcnp6eUKlU9f0aRI0Gkx0iqpVGo8Hs2bMxaNCgascq/1BLJBLd+4o+Lob2aTSaGq9VUUYQBF25Tz/9FN26ddMr5+rqqrddNYn54IMP8OGHH2LBggVo3749vLy8MGHCBJSWltb8RQG4uLhAFEW9fYY6IFe9nkajQUhICHbu3FmtbNU+QBWaNm0KQRBw8+bNasd8fHywfft2JCQkIC4uDjt27EBoaGi1cn///bde0kVEhjHZIaJaderUCadOnUKrVq3Mfu6cnBxcuXJF90P++++/w8XFBffffz/kcjmaNWuGc+fOYfjw4Sadd8+ePRgwYABGjBgBQJuMnD59Gm3bttWVcXd3h1qt1vtcUFAQbt++jcLCQl1CU9EnpzadOnVCXl4e3NzccN999xkVo7u7O6KiopCVlWVwnh1/f39s374diYmJuoSnWbNmuuNnz55FcXExOnbsaNT1iBozdlAmolrNmDEDX375JWbNmoUTJ07g5MmT+O677/DWW281+NweHh4YOXIk/vjjD+zZswevvfYaBg8eDIVCAUA78iklJQULFy7EX3/9hWPHjmHFihVITU2t9bytWrXCtm3bkJGRgZMnT+Lll19GXl6eXpn77rsP+/fvx/nz53H9+nVoNBp069YNMpkMb7zxBs6cOYPVq1dj5cqVdX6P+Ph4REdHY+DAgdiyZQvOnz+PjIwMvPXWW7rO2YYkJibWOleOn58ftm7disDAQMTFxeHSpUu6Y3v27EFkZCRatmxZZ3xEjR2THSKqVWJiIjZu3Iht27bh4YcfRvfu3ZGamorw8PAGn7tVq1YYNGgQ/vnPfyIhIQHt2rXTG1r+4osv4rPPPsPKlSvRvn17xMbGYuXKlYiIiKj1vG+//TY6deqkqxVRKBQYOHCgXpnk5GS4uroiKioKQUFByMnJQUBAAL7++mv88ssvuuHqs2bNqvN7CIKAX375BY899hj+/e9/4/7778ezzz6L8+fP6/ovGTJ69Gj88ssvKCgoqLGMr68vtmzZArlcjri4OFy8eBEA8O233+r1ZSKimgli1QZqIiIrmDVrFtavX29UM5EzGzx4MDp27Ijp06cb/Znjx4+jd+/e+Ouvv6p11iai6lizQ0RkQ++//z68vb1N+syVK1fw5ZdfMtEhMhI7KBMR2VB4eDheffVVkz5j6sKhRI0dm7GIiIjIqbEZi4iIiJwakx0iIiJyakx2iIiIyKkx2SEiIiKnxmSHiIiInBqTHSIiInJqTHaIiIjIqTHZISIiIqf2/wGbG3bkBAc93QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bs = [293.5, 295.5, 297.5, 299.5, 301.4, 303.5]\n",
    "\n",
    "def fit_spectrum(E, I, peaks):\n",
    "    num_peaks = len(peaks)\n",
    "    initial_params = sum([[10, b] for b in peaks], []) + [0.148, 0.32, 0, 0]\n",
    "    bounds_lower = sum([[0, b - 2] for b in peaks], []) + [0.147, 0, -np.inf, -100]\n",
    "    bounds_upper = sum([[np.inf, b + 2] for b in peaks], []) + [0.149, 1.8, np.inf, 100]\n",
    "    popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    return popt, perr\n",
    "\n",
    "peak_positions_vals, peak_positions_errs = [], []\n",
    "sigma_vals, sigma_errs = [], []\n",
    "gamma_vals, gamma_errs = [], []\n",
    "fwhm_vals = []\n",
    "fwhm_errs = []\n",
    "weighted_sum_vals=[]\n",
    "weighted_sum_errs=[]\n",
    "\n",
    "plt.figure(figsize=(4,10))\n",
    "plt.title(\"RR Spectral Fit\")\n",
    "plt.xlabel(\"Energy (units)\")\n",
    "plt.ylabel(\"Intensity (units)\")\n",
    "\n",
    "peak_heights_vals = []\n",
    "peak_heights_errs = []\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsHVfit[idx, :]\n",
    "    I = dataHVfit[idx, :]\n",
    "    \n",
    "    if Ts[idx] < 45:\n",
    "        peaks = np.array([293, 295, 297, 299, 300.8]) + 0.6*(idx < 3.5) + 1.2*(idx > 3.5)\n",
    "        a = 0\n",
    "    elif 45 <= Ts[idx] < 66:\n",
    "        peaks = np.array([292.3, 294.3, 296.3, 298.3, 300.3]) + 1.2\n",
    "        a = 0\n",
    "    elif 66 <= Ts[idx] < 131:\n",
    "        peaks = np.array([291.5, 293.5, 295.5, 297.5, 299.5]) + 1.2\n",
    "        a = 0\n",
    "    else:\n",
    "        peaks = np.array([293.2, 295.2, 297.2, 299.2]) + 1.2\n",
    "        a = 1\n",
    "\n",
    "    popt, perr = fit_spectrum(E, I, peaks)\n",
    "\n",
    "    if a == 1:\n",
    "        peak_positions_vals.append(np.r_[0, popt[1::2]])\n",
    "        peak_positions_errs.append(np.r_[0, perr[1::2]])\n",
    "        peak_heights_vals.append(np.r_[0, popt[0::2]])\n",
    "        peak_heights_errs.append(np.r_[0, perr[0::2]])\n",
    "    else:\n",
    "        peak_positions_vals.append(popt[1::2])\n",
    "        peak_positions_errs.append(perr[1::2])\n",
    "        peak_heights_vals.append(popt[0::2])\n",
    "        peak_heights_errs.append(perr[0::2])\n",
    "    \n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    \n",
    "    fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "    fwhm_vals.append(fwhm)\n",
    "    fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "\n",
    "    plt.plot(E, I + 50 * idx, '.', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.linspace(285, 310, 100), multi_voigt(np.linspace(285, 310, 100), *popt) + 50 * idx, color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "\n",
    "    I_weight = np.array(I - E * popt[-2] - popt[-1])\n",
    "    E_avg = np.sum(E * I_weight) / np.sum(I_weight)\n",
    "    weighted_sum_vals.append(E_avg)\n",
    "    \n",
    "    weighted_variance = np.sum(I_weight * (E - E_avg)**2) / np.sum(np.abs(I_weight))\n",
    "    weighted_std_err = np.sqrt(np.abs(weighted_variance) / len(I))\n",
    "    weighted_sum_errs.append(weighted_std_err)\n",
    "\n",
    "    print(weighted_variance)\n",
    "\n",
    "plt.xlim([285, 310])\n",
    "plt.ylim([0, 900])\n",
    "plt.savefig('Tdep532LL+RRfits.eps')\n",
    "plt.show()\n",
    "\n",
    "# Plot peak positions\n",
    "plt.ylim([290, 305])\n",
    "for i in range(len(peak_positions_vals[0]) - 2):\n",
    "    peak_pos = [pos[i] for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] for err in peak_positions_errs]\n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o', label=f'Peak {i+1}')\n",
    "plt.xlabel(\"Temperature (K)\")\n",
    "plt.ylabel(\"Peak Position (units)\")\n",
    "plt.ylim([280, 305])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Plot widths\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, sigma_vals, yerr=sigma_errs, fmt='o', label='Sigma')\n",
    "plt.errorbar(Ts, gamma_vals, yerr=gamma_errs, fmt='s', label='Gamma')\n",
    "plt.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='ks', label='FWHM')\n",
    "plt.xlabel(\"Temperature (K)\")\n",
    "plt.ylabel(\"Width (units)\")\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([0, 5])\n",
    "plt.legend()\n",
    "plt.savefig('Tdep532LL+RRwidth.eps')\n",
    "plt.show()\n",
    "\n",
    "# Plot center of mass\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, weighted_sum_vals, yerr=weighted_sum_errs, fmt='o')\n",
    "plt.xlabel(\"Temperature (K)\")\n",
    "plt.ylabel(\"Weighted Avg. Energy\")\n",
    "plt.show()\n",
    "\n",
    "# Plot peak heights\n",
    "plt.figure()\n",
    "for i in range(len(peak_heights_vals[0]) - 2):\n",
    "    heights = [h[i] for h in peak_heights_vals]\n",
    "    height_errs = [e[i] for e in peak_heights_errs]\n",
    "    plt.errorbar(Ts, heights, yerr=height_errs, fmt='o', label=f'Peak {i+1}')\n",
    "plt.xlabel(\"Temperature (K)\")\n",
    "plt.ylabel(\"Peak Height (a.u.)\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c83b91d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kB = 0.695034444  # Boltzmann constant (1/K/cm)\n",
    "\n",
    "# Define the anharmonic frequency functions\n",
    "def anharmonic_fit(T, homega_0, a):\n",
    "    return homega_0 - (a / (np.exp(homega_0 / (2 * kB * T)) - 1))\n",
    "\n",
    "def anharmonic_fit2(T, homega_0, a):\n",
    "    return homega_0 + (a / (np.exp(296.68 / (2 * kB * T)) - 1))\n",
    "\n",
    "\n",
    "# Initial guesses\n",
    "initial_guess_weighted = [298, 4]\n",
    "initial_guess_fwhm = [0.7, 2]\n",
    "\n",
    "# Perform curve fitting\n",
    "popt_weighted, pcov_weighted = curve_fit(anharmonic_fit, Ts, weighted_sum_vals, p0=initial_guess_weighted)\n",
    "popt_weighted2, pcov_weighted2 = curve_fit(anharmonic_fit, Ts[7:16], weighted_sum_vals[7:16], p0=initial_guess_weighted)\n",
    "popt_fwhm, pcov_fwhm = curve_fit(anharmonic_fit2, Ts, fwhm_vals, p0=initial_guess_fwhm)\n",
    "popt_fwhm2, pcov_fwhm2 = curve_fit(anharmonic_fit2, Ts[7:16], fwhm_vals[7:16], p0=initial_guess_fwhm)\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit = anharmonic_fit(T_fit, *popt_weighted)\n",
    "weighted_sum_fit2 = anharmonic_fit(T_fit, *popt_weighted2)\n",
    "fwhm_fit = anharmonic_fit2(T_fit, *popt_fwhm)\n",
    "fwhm_fit2 = anharmonic_fit2(T_fit, *popt_fwhm2)\n",
    "# Create the figure and axis\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "# Plot weighted sum\n",
    "ax1.errorbar(Ts, weighted_sum_vals, yerr=weighted_sum_errs, fmt='o', label=\"Weighted Sum Data\", color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit, label=f'0~300K Fit: $\\omega_0$={popt_weighted[0]:.2f}, a={popt_weighted[1]:.2e}', color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit2, label=f'65~300K Fit: $\\omega_0$={popt_weighted2[0]:.2f}, a={popt_weighted2[1]:.2e}', color='black')\n",
    "ax1.set_xlabel(\"Temperature (K)\")\n",
    "ax1.set_ylabel(\"Weighted Sum (units)\", color='blue')\n",
    "ax1.set_ylim([294,299])\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "# Create a second y-axis\n",
    "ax2 = ax1.twinx()\n",
    "ax2.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='o', label=\"Width Data\", color='red')\n",
    "ax2.plot(T_fit, fwhm_fit, label=f'Width Fit: $\\omega_0$={popt_fwhm[0]:.2f}, a={popt_fwhm[1]:.2e}', color='red')\n",
    "ax2.plot(T_fit, fwhm_fit2, label=f'Width Fit: $\\omega_0$={popt_fwhm[0]:.2f}, a={popt_fwhm[1]:.2e}', color='grey')\n",
    "ax2.set_ylabel(\"Width (units)\", color='red')\n",
    "ax2.set_ylim([0,5])\n",
    "ax2.tick_params(axis='y', labelcolor='red')\n",
    "ax2.legend(loc='lower right')\n",
    "\n",
    "plt.title(\"Weighted Sum and Width vs. Temperature\")\n",
    "plt.savefig(\"Weighted Sum and Width vs. Temperature.eps\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b6f7d388",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = fwhm_vals\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o', label=f'Peak {i+1}',color='r')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.2,color='r')\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([291, 303])\n",
    "#plt.legend()\n",
    "plt.savefig('Tdep532LL+RR.eps')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1cd7057e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Raw data\n",
    "x_vals = np.array([\n",
    "    0, 10.445682451253504, 17.13091922005573, 27.994428969359333, 35.515320334261844,\n",
    "    44.70752089136491, 53.481894150417844, 60.167130919220085, 70.61281337047356,\n",
    "    80.22284122562675, 90.2506963788301, 99.86072423398332, 107.38161559888582,\n",
    "    114.90250696378834, 124.93036211699166, 135.79387186629532, 143.3147632311978,\n",
    "    151.25348189415044, 159.1922005571031, 170.0557103064067, 176.3231197771588,\n",
    "    185.09749303621174, 194.28969359331478, 205.9888579387187, 213.50974930362122,\n",
    "    219.35933147632312, 226.88022284122565, 231.05849582172704, 239.83286908077997,\n",
    "    251.949860724234, 258.63509749303626, 267.8272980501393, 274.51253481894156,\n",
    "    282.0334261838441\n",
    "])\n",
    "y_vals = np.array([\n",
    "    0.8206706281833616, 0.8206703326066085, 0.8206786324018329, 0.8206783250020099,\n",
    "    0.8206781121867477, 0.8207033189722441, 0.820711559652118, 0.820711370482996,\n",
    "    0.820736541799282, 0.820778714690401, 0.8208378536871426, 0.820939449328686,\n",
    "    0.8210241261568874, 0.821142758842474, 0.8213377212687573, 0.8215920827993246,\n",
    "    0.8217786271996821, 0.8219566708126231, 0.8221432033899105, 0.8223805869917853,\n",
    "    0.822541699968314, 0.8227366978638077, 0.82295715082927, 0.8232369556067363,\n",
    "    0.823406522078401, 0.8235336910206146, 0.8237032574922795, 0.8238050068337345,\n",
    "    0.8240169826579207, 0.8242882866479704, 0.8244408988370827, 0.8246613518025452,\n",
    "    0.8248224529560039, 0.8249877749454956\n",
    "])\n",
    "\n",
    "# Interpolation function\n",
    "interp_func = interp1d(x_vals, y_vals, kind='linear', fill_value='extrapolate')\n",
    "\n",
    "# Create new x values up to 300\n",
    "x_new = np.linspace(0, 300, 500)\n",
    "y_new = interp_func(x_new)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(x_vals, y_vals, 'o', label='Original Data')\n",
    "plt.plot(x_new, y_new, '-', label='Linear Spline Interpolation')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('Linear Spline Interpolation up to x = 300')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "1a9891e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "deltaV=interp_func(Ts)/interp_func(0)\n",
    "\n",
    "def thermo_exp_fit(T, homega_0, gamma):\n",
    "    return homega_0*np.exp(-gamma*(interp_func(T)/interp_func(0)-1))\n",
    "\n",
    "popt_weighted3, pcov_weighted3 = curve_fit(thermo_exp_fit, Ts, weighted_sum_vals, p0=[297.8,2])\n",
    "popt_weighted4, pcov_weighted4 = curve_fit(thermo_exp_fit, Ts[7:16], weighted_sum_vals[7:16], p0=[297.8,2])\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit3 = thermo_exp_fit(T_fit, *popt_weighted3)\n",
    "weighted_sum_fit4 = thermo_exp_fit(T_fit, *popt_weighted4)\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "ax1.errorbar(Ts, weighted_sum_vals, yerr=weighted_sum_errs, fmt='o', label=\"Weighted Sum Data\", color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit3, label=f'0~300K Fit: $\\omega_0$={popt_weighted3[0]:.2f}, gamma={popt_weighted3[1]:.2e}', color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit4, label=f'65~300K Fit: $\\omega_0$={popt_weighted4[0]:.2f}, gamma={popt_weighted4[1]:.2e}', color='black')\n",
    "ax1.set_xlabel(\"Temperature (K)\")\n",
    "ax1.set_ylabel(\"Weighted Sum (units)\", color='blue')\n",
    "ax1.set_ylim([294,299])\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "# Create a second y-axis\n",
    "ax2 = ax1.twinx()\n",
    "ax2.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='o', label=\"Width Data\", color='red')\n",
    "ax2.plot(T_fit, fwhm_fit, label=f'Width Fit: $\\omega_0$={popt_fwhm[0]:.2f}, a={popt_fwhm[1]:.2e}', color='red')\n",
    "ax2.plot(T_fit, fwhm_fit2, label=f'Width Fit: $\\omega_0$={popt_fwhm[0]:.2f}, a={popt_fwhm[1]:.2e}', color='grey')\n",
    "ax2.set_ylabel(\"Width (units)\", color='red')\n",
    "ax2.set_ylim([0,5])\n",
    "ax2.tick_params(axis='y', labelcolor='red')\n",
    "ax2.legend(loc='lower right')\n",
    "\n",
    "plt.title(\"Weighted Sum and Width vs. Temperature\")\n",
    "plt.savefig(\"Weighted Sum and Width vs. Temperaturev2.eps\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1ab41fe5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.82067475, 0.82067855, 0.82067827, 0.82069041, 0.82070829,\n",
       "       0.82071152, 0.82071138, 0.82072302, 0.82073507, 0.82077774,\n",
       "       0.82094102, 0.82145642, 0.82216085, 0.82285427, 0.82424463,\n",
       "       0.82529478])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interp_func(Ts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6fdefcaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def optical_phonon_heat_capacity_JmolK(hbar_omega_meV, T):\n",
    "    # Constants\n",
    "    k_B = 1.380649e-23      # Boltzmann constant in J/K\n",
    "    N_A = 6.02214076e23     # Avogadro's number in mol⁻¹\n",
    "    k_B_mol = k_B * N_A     # J/mol/K\n",
    "    meV_to_J = 1.60218e-22  # 1 meV in Joules\n",
    "\n",
    "    # Convert phonon energy from meV to Joules\n",
    "    hbar_omega = hbar_omega_meV * meV_to_J\n",
    "    x = hbar_omega / (k_B * T)\n",
    "\n",
    "    # Avoid division by zero at T=0\n",
    "    x[T == 0] = np.inf\n",
    "\n",
    "    # Einstein heat capacity formula (per mole)\n",
    "    C = k_B_mol * (x**2 * np.exp(x)) / ((np.exp(x) - 1)**2)  # J/mol/K\n",
    "    return C\n",
    "\n",
    "# Temperature range from 1 K to 300 K (start at 1 to avoid division by zero)\n",
    "T = np.linspace(1, 300, 500)\n",
    "\n",
    "# Example: 20 meV optical phonon\n",
    "phonon_energy_meV = 30\n",
    "C = optical_phonon_heat_capacity_JmolK(phonon_energy_meV, T)\n",
    "\n",
    "# Plotting\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.plot(T, C, label=f'{phonon_energy_meV} meV phonon')\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Heat Capacity (J/mol/K)')\n",
    "plt.title('Optical Phonon Heat Capacity vs Temperature')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5832a6f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([293.36954862, 295.32924425, 297.22799456, 299.2804296 ,\n",
       "        301.31926281,   0.3723137 ,  34.44953396]),\n",
       " array([2.93486264e+02, 2.95512043e+02, 2.97586581e+02, 2.99536190e+02,\n",
       "        3.01500178e+02, 2.91715770e-01, 1.00000000e+02]),\n",
       " array([293.43142315, 295.55695641, 297.45225924, 299.478549  ,\n",
       "        301.53032294,   0.33989376,  99.99545518]),\n",
       " array([293.87741448, 295.84964013, 297.68469475, 299.65076183,\n",
       "        301.46269942,   0.43325938, 100.        ]),\n",
       " array([293.77125908, 295.79484398, 297.72018715, 299.77883115,\n",
       "        301.78463485,   0.37709399,  99.99999999]),\n",
       " array([293.66987836, 295.72056545, 297.69746752, 299.64480591,\n",
       "        301.71028505,   0.3936561 ,  76.18022622]),\n",
       " array([293.64432729, 295.60679079, 297.42854841, 299.6208602 ,\n",
       "        301.37951377,   0.49115452, 100.        ]),\n",
       " array([293.44942698, 295.57503049, 297.42430617, 299.41064546,\n",
       "        301.52574502,   0.44414846,  12.36156045]),\n",
       " array([293.77714805, 295.49822306, 297.48665813, 299.37507425,\n",
       "        301.36107925,   0.39742602,  85.91121199]),\n",
       " array([293.50997066, 295.54279451, 297.56970096, 299.38024841,\n",
       "        301.6666978 ,   0.49743343,  76.71913517]),\n",
       " array([293.37733278, 295.36645499, 297.22491483, 299.12667123,\n",
       "        301.32861502,   0.46581093,  75.99430841]),\n",
       " array([293.10950699, 295.21313266, 297.17561783, 299.0480926 ,\n",
       "        300.66278016,   0.67177886, -52.61638727]),\n",
       " array([  0.        , 294.77576228, 296.63252576, 298.70636584,\n",
       "        300.86844445,   0.87409081, 100.        ]),\n",
       " array([  0.        , 293.71494223, 296.15587916, 298.18699047,\n",
       "        300.28984155,   1.09833673,  21.70494497]),\n",
       " array([  0.        , 293.26809286, 295.47269432, 297.34022976,\n",
       "        298.87558704,   1.29641872, 100.        ]),\n",
       " array([  0.        , 293.0244936 , 295.09031853, 296.90280361,\n",
       "        298.57465059,   1.41371128, 100.        ])]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peak_positions_vals"
   ]
  }
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